{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Higher-Order Neural ODEs\n",
    "\n",
    "Following [Dissecting Neural ODEs](www.aaaa.com), In this tutorial we show how to easily handle **higher-order neural ODEs** in `torchdyn`\n",
    "\n",
    "A higher-order neural ODEs can be defined as the initial value problem \n",
    "\n",
    "$$\n",
    "    \\begin{aligned}\n",
    "        &\\frac{d^n \\mathbf{z}}{ds^n} = f_\\theta\\left(s, \\mathbf{x}, \\mathbf{z}, \\frac{d \\mathbf{z}}{ds}, \\frac{d^2 \\mathbf{z}}{ds^2}, \\dots, \\frac{d^{n-1} \\mathbf{z}}{ds^{n-1}}\\right)\\\\\n",
    "        &\\mathbf{z}(0), \\frac{d \\mathbf{z}}{ds}(0), \\frac{d^2 \\mathbf{z}}{ds^2}(0), \\dots, \\frac{d^{n-1} \\mathbf{z}}{ds^{n-1}}(0) = h_{\\mathbf{x}}(\\mathbf{x})\\\\\n",
    "        &{\\bf y} = h_{\\bf y}\\left(\\mathbf{z}(S), \\frac{d \\mathbf{z}}{ds}(S), \\frac{d^2 \\mathbf{z}}{ds^2}(S), \\dots, \\frac{d^{n-1} \\mathbf{z}}{ds^{n-1}}(S)\\right)\n",
    "    \\end{aligned}\n",
    "$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from torchdyn.core import NeuralODE\n",
    "from torchdyn.nn import DataControl, DepthCat, Augmenter\n",
    "from torchdyn.datasets import *\n",
    "from torchdyn.utils import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Data:** we use again the moons dataset (with some added noise) simply because all the models will be effective to solve the binary classification problem.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "d = ToyDataset()\n",
    "X, yn = d.generate(n_samples=2048, dataset_type='spirals', noise=.4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAANEAAADCCAYAAADXeCfaAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAiq0lEQVR4nO2df2xb13XHv4eSqFiSgSZSksVuLRF12sHe1mJ1nQgdBhTStjZAl3Rt2iRPjj2nsC22gNH/Mvif/eNhGLAN+aOSY7TOLz03SVusTdeiXaV/ihVyFBtYuthBFrW03ThpHSsNYFu1ZEl3f1w+kaLI98659z6Sj3ofgJBEPpGX5Pu+e+655wcppZCSkmJOptEDSElJOqmIUlIsSUWUkmJJKqKUFEtSEaWkWJKKKCXFkvZGD6Ccvr4+NTAw0OhhpKRU5cyZM1eUUrdX3t9UIhoYGMDp06cbPYyUlKoQ0YVq96fmXEqKJamIUlIsSUVkSsEHvj8AnMzonwW/0SNKaRBNtSZKBAUfePkgsHK9dN/8BWDmgP495zVmXCkNI52JuBR84Dt9wPTIWgEFLM8Drx6p/7hSGk46E3Eo+MD0owBWwo+bv1iX4aQ0F6mIoij4evbh0LUt3rGkNCWpiGpR8IHpPQAE+VYfOxrbcFKal1RE1ZDMPqtQ6lTYoKSOhXIKPvB8j4GAAGw/5H48AvJ5oK0NICrd2tvX/k0E9PXpGxGQyay930+99EakIgoIZp9qnrco7hgCdo+5H1MIvg8MDJREMD4OrFT4PZaX1//f3Jy+AUB5ZYC5OWBkZL3oMhlgeFi/Viajf6ZiW0sqooCZg2b/NzgBDE+6HUuRQCiZjJ4pNm8undwjI8CFqpFcblEKmJrSr6WU/jkyome9fD7+108CqYgAYHIYWDaYgbaPxrYOGh4uCUUpPVNcuxbLSxmxsqJnv0DUw8ONHlHjSEU0OQxcnhL+E2kBOTLhKmccIn31TxJTU3rcG3GGomYqmbVr1y5Vt1SIgg+8cghYElze27qBL7udDnwfOHAAmJ93+rRNwY4dwNmzjR6FO4jojFJqV+X9TmYiIjpBRJeJ6LWy+24jop8R0ZvFn7e6eC0nFHzg5f0yAVEHsPtJJy/v+0BPT2lt04oCAoBz50rm3s6djR5NfLgy554G8JmK+x4HMKWUuhvAVPHv5uDVI8DKIv/4bC9w71NO1j/5vBbOdYMlWJI5dw7YurXRo4gHJyJSSv0cwHsVd98P4Jni788AeMDFa1kzk9dR11wGJ4AvXrESkO+X1jrj48ZP44xsFujt1b+3temfRPG/7ttvt+a+VJyOhTuVUu8Uf/8tgDurHUREB4joNBGdfvfdd2McDrQTYVZwFjvwvgUzT7A3ExdtbcDoqPbkRd0WFoArV/TvS0v658pK6fGhoXjHCpT2pVrBCVEX75zS3ouqHgyl1HGl1C6l1K7bb19XA8IdM3mZF87BBurwcDwzT28vMDGxVhhLS8CYo/3eycn1wotLWOPjyRdSnCL6HRHdBQDFn5djfK1wCr5sBrpjyGoD1feBW26xd1MTAd3d+md/f0k4V64AXp3D9CYn9ev395fGMzoKdHbaP/f4uP68kmrexSmilwDsLf6+F8APYnytcKb384+1EFDgdRsZ0SaTKZ2d+oRdWdEbrCsrwPnz9RdOJZ6nxxGMZ2wMuHFDiyljeSYtLJTCjpI2M7lycX8bwDSAjxLRW0T0GIB/BvBXRPQmgOHi3/XnhzsBMD1x20eNBeTK6zY6qk/MRgtGwtiYjtNTSou/3TI3YHw8WREQTlIhlFIP13ioDkvUEAo+cPUc71iLCIThYTcRBqOj7tY1jSIQ/+HDds6UqSn9uU7GE5bolNYO+5newzuuo7ehAgocBUkXUIDn6XXbxITd8wRCanZaV0Qv3Ap2VuquJ8RPH+z9mAqo3PNVV0dBHUt9eZ4WUjZr/hxJEFJrxs59byuw8Db/+Edkn4FtvFssZlvB15EY8xcAagNUlWQiNllg8ITTCPV8HnjyyfU5T1yaIQ6vVuxc64loJi9zZ2d7dUSCgPb26glvURABhw45FlDBB84cBhZj3s0NyPYCn3jCOoJjxCB5uNFCijUAtamYPSY4mPQJwcT3gY4OmYC6u0v7OysrlgJaNcWodJseqZ+AAP1a0yM6jd7QFAzMPKlbPAho7elprj2l1hLRTB6i6jyDz7GvqL4P7NunIwO4DA3pfR4n652CD5z6e1ncX5ysXNdiOpkxEpPnAc8+a7Zeun4d2Lu3eYTUOuactELP4IRIQHv2rK1JEEVbm0xwVVld51yE6OLQKNp7gE8eE5l6vg8cPGi2v3bLLcAf/iD/P1Na35yTRCVkbmF/0cEmqvRa88wz0cfUpLxk8fwFJEJAgM7Pmh7RZuZ3+lgzlOfp2ToIKZJw40ZzhAu1hohm8mBHJYCAe77JOtL3zQJIR0ctTLiZvD4Rb9ZxnRMHN4O10ya2mM6f15+dhIUF7SltpJBaw5w7mQH7ai0w4zZvlhUH6e7WblwjARV84NR+QAmSBZOEICKksxNYFH4M/f1ahHHS4uacewH5vkxAExMWToRg9mmIgOqQjQfobQemE+LECe0FlVCP8mG12DhlhAUJdr4P7BcssbZssZh9pMVSOBgs8Gsyky9uG7iwWFTJ+RMytuCzPHJEJo6ursbUq0i+OcfdXBVEJUjMuC1bgEuX2E9douADp/YBytaFV8QyB4pFwQdOH3azXhOYd5LN7Tg3ZFvTnOMm27V1s59SYsaNjhoKCLAXUKZbm6ePKH2LW0CAnj0evKJfF212zzU7XnQIRSPxdJ47V38nQ3JFVPBLLR6jEJS6OsisJmwU/xa4rk+SuYDae/RJ/NC1xnWhyHnA4DM6BMiG2XH9WUQEwnqezGtX79oNyTXnvj/A371nmnLcmC6jjVRut71adPTqaPNmbN9S8IFTjwHKIp0XiDTx8nnZlsPEhNvo+NYz57gC6orewcvndRwXNyjSaCP15YMwEtD2UX0ReNCubFes5Dzg4Rt6huywmJ1mx0NnpLExvebhsm+f+VAkJFNEklitiO51wdWNOyH39hpc3Qq+WcuW9p66t2yxonzN1N5j9hzTI6Hf79mz/Bp5S0v1WR8lU0TcLt2MfaHjx/kv29UFPCHP3zNr20Lt2k2dRHIe8KWr+vPP8J06q7y8P1RIzz3HjwAfGYlfSMkUEceUY+4LcV2nnZ1acEY2trRtS7YXuPfp5jXfuOQ87QAZnIDoVFtZDL1QBhHgXCHt2ROvkJK32co15RhmkOSDvXGDf+waJKZnMzsPbAjej6SRdMSFMriY7d8fHSKkVGnzPI40/Ni9c0R0HsBVAMsAlqp5NwJY3rnv9kUnoXX1Aw+cjxxbTw8/BF/8MRV8YHov9NtmIExRTyTSz4Q6gXu/FXpRkWTJ9vbqehamNNo792ml1MfDBMSGk8UZ4UwAtEOBKyCJRwiArvk9PQL2ybJdGLqcVHIe8Ihgb0At6M9xsnalEske0txcPGZdMtdEUTDMoSeZ+68f+IAwjERa89thx71KqnUUL7/19OiKRXVvaCy9aFyeCo1uGBvjC+nRR92/z3qISAH4LyI6Q0TMEIMacMJEmK5VbtWZ3/+ed9wqkhoPDruOl7dvCesoXs716/rqXN7QOJPR/xurqHaP6fcuISK8ixs9srKiA1tdUg8R/YVS6s8BfBbAV4noL8sfFLVW4cTJOXQLSxPERDUeOrc4iXfL50sd91y0bwnWfoGoYqv5Njwpn5FCzDpA53NxcJ02EbuIlFKXij8vA/gPALsrHue1VuF6uRx6tsSxcexSXW3AF8wiVwPRlM82cRI0NI6lys7usaL7m0mEmcw10QG3sXWxioiIuoloc/A7gL8G8Fr4f9WAu8HKIJbgRIkre1AeNxS0a2lkp73r12PYvMx5rNAsDp5X6gAYxTGH+9hxz0R3AvhvInoVwAyAHymlfmL0TPMXo49h2NncugliU85hFEUlQbkum3YtLpEkLLL42FEgw6yddbI99IL1xBO8rFiXOzuxikgp9Wul1MeKt51KqWjfcy2yt0Ufw1hjcFIdursNTDluQKywnNTAgL76W5ffcsjiok6UczYj5TzgnhPgpaovh8bXeR7w1FO8l3U1/uS4uBffD3+cYVv7Pm9vSGJbAyj2QGIgTA7cs6extQPCWF523JQr5+limtyaDyEl0oIKq1G4cncnQ0QFH5Ebl4wr/OHDvJcTh4ZweyAxkwNNa901CmdNuVaFxGExdMuD8x2urPDPiTCSIaLTDt4pYurgzXUoMANipYlntSDidROfmNAOC1umphx573IeP2N2Nvyi1MbIYHcRxZAMEdWxkKG0CidOPcY7jrmpaus1Ku/3ylnXeZ4uxVsuKtP+q868d+wmA+E75twIfdvN12SIyAHcL/ao1PXBSYlmunDzeTMTrry7uG2/1yDNgLtxWY29e6OPCSXn8TdiQ0w67gXxIsPxG8aGEVFs6yEOzIBYqRmXyZRmHZfdxcvrY3P3XcpZXgY2bbKckXaPAcRwe4dUDTp6VCdSRsE5JowNIyLOesi2jXxNGGshqRnX06NnjDjbVAa9V5XS9fUk3Lih95OshHTvCd5xv6qenux5vMzl69ftxtkaIqJOJ0/DLZe1CsepwCzcITHjJiaAq1fr2OcVur7exIRec3FZXLRcb3D31EJaa3KjGGy8dM0vIs6Jeu+3Qh/mXmXEG6yc7uQGTZXDcF0GSoLn6RlGKX6O1YULlrORacGTMjh1MWw8t82fHh4VTkObIq9YnKuheCFd8MGK2Ga6tTkMDVkIqODrsl1hVYcE/VglVXcOFBNgjMb+yWOy5m1V8DyzHrFcmn8mioqZU9Gt0jjeF3GUgqO9K65DIZsFJk0yJ2bypd6uUWW7Fud0+jZz74vrdJiftzCXch5YJYsj0iQ4e0Y7mYEnlTS/iLq2WT/FbRFhd52dBldJzt4Vw7XNEVBHh243wqLg66bEQWNkSSd1ADo2jRdhKikfZrWpyYl6j0iTOMBIBz3HDDyppPlFJIg3M6XH3uyuToRrmxMqQ6QDKlkiD0oVmxSKXMNiSYQhbSO5MWoBX/mK4XAc5Ihx17smQm9+EXHj0kKIWjS+957JszIWBBFf/hSjFMNzzwlmyVePwLjWdy1uzumu5SFC4qaN3LhhEWPH2bDmBgKHYOJNbH4R1YEoc6869YkOFZmZ3HQMKeomcKb2omZsjO9k4Fw4qsLYsMbVc9YRDCZR88kXEWdXuwnhmA1ZyVtj9voxZnEusrRvrOQ8sJzJNTZeAYOQLibJF1FEn1POyWpmzkVA4e6gQ4ein4LtTAAiI5qdEJEMxzXrzNMmGBGlERuvcZB8EUXAsXG32TsA1xPyZQK8bnzsL73gQ7QWau+Rl6wKCBHS2BjP0WBs0jnw1MZBy4uIs0cU1zRvgyjwk1vfIdOtyxV/6apOpR+cMOt2N107TJsrfCN3N2dd1ABaXkScWaZRYTRhiArocxwK1AHcU2Hy5Tzgi1dKfV/ZdeDCZ1nOAt6o2IkDVzfHASIVeMuLqBlnGQ7cOuFs7n0q+iSUVCYNcWRwPvPFxfo3KAZ4a1FpdEXLi4gzyzTiy6w73Ks4typrSB4Pd2Z3Xc53lYiWlVFIg1FjFxERfYaI3iCiWSJ6PO7XMyG2L9MCm8xSa7hmnaVH0CijlDNTRqwRuXtaXOKugNoG4BvQdbh3AHiYiKSNSmKnGctSib7ozY4/UrZZV9sjyElwNPKKcmbKiDWi6ypKcc9EuwHMFos4LgJ4HsD9Mb+mmNgyWkOIyhTluMBX+dza3i/+Lx5G38HLIG9l9dbXJzRbhycBmG9kc4tkNiuSzyru02crgN+U/f1W8b5VRF0hYoLbZmUtdjYBp9St6KQvmmD+Lx7G/uNPYe7a7dBj1Le5OV1ARPScg5Ld3rWMjen8pzDOnWve9ajExG+4YyG6K4RjA9YV2xlunpAcF856QLRWK5pgR178JywuVc/hXl4Wep44zoiQRTwn/8lF8cR1RESLcJCs1+IW0SUAHyr7+4PF+wTEH+jJSdhax+4xRAr88lTNk4yzHhCnVg9P4uJc+CaN8wKWp/ZZ/XssBTV7Phr6MMeMlAQlxy2iVwDcTUQ5IsoCeAjAS6JncNB2I2r3n1vkbz0MgdfIgOXuX0mLIW7bFj1zO20to5qo0n5ARPoMJ4tZ0oEj7q4QSwC+BuCnAF4H8KJSStIB1UmoBycDM5aeRUDNDFjP48+AEpOHI05OGammxvLCytnHkjh26tEp78dKqY8opT5s1FrFYee7MBpxYj3D7PUlMXk4J4j5zNskNFkMXcMdCyyiNv8iilRwFuhGJxazppyL9GpusfjYeqym1CQZIrr9U+GPhyzgAb6nRexu5daUC9lB54bIBMXiw0SSz1ukGSSJGWmVzXhJhog4of4hx3B3xsXhP9zC6xE76NxCiECpEXH55qnv67+5tbzZnS84pbMcuJPFLLuOzrUjGSLi9GsNOYbrCTOK5WK2TAkzOc+elde6npsrdaobGZGtm9iR7SF1FVb5MKMWVQhG2wtNRjJExMlozNQu7c81mUQ1DaRcngqtRnPpkqzOtSmjo4L8qUWGMrkXkRokpRtgGMkQEccbszIf+jAnU3RhwTAMhetyvXou1ET6VnhJcSeI641bwPkszUKumotkiIjl5g6/pHGrdRqlRUhcrq/UDhfyvOh4MxvEXQAt4XyWrtMSOLiO10uGiADeAjaiES6nGo1RWkTOY3UvBwAsXQtdH01OxiOkTEaY5ctxKkTMwJw1ZiwmbCa8CS1n81oS2Z8cEXEWsBF1p2M1ZSQtEi9PhQp+ctK8S101sllhQ7CZPK8TQ8QMzOlAJ6olweWeb4Y+zHHCbNrEf7nkiIgT8AnEX8QwjN1jYOfgRAi+vEudxAVeTtDHdWFBIKDJYV4RfEY3dOd1IoDoGTLb6yTKZT58ib2G5IgIAAYZZTZDKmACvKu7VRydJAeHKfizZ7UY2hkFQEdHS53AxX1cZ/KR3RUA6KxXS69cgHi2jWppw/Aocl5TknWbLBFxrjARRRM5DobxcYvFp2R9NDvO7gXkecDNm+vNvN5efV8gHGOTteAz27C0s1K0uZ+fpD0LCj6jpU30Kc15Tcn6kVQTOep37dqlTp8+HX7QyQwiUxAeCX+c4xHq7dXmlDHf7ePtswR09es1Rp0CbtdxshNAeElmADpe8MHoD6avL3rtkc3KUg7w4mbtmIki4vvnNFarJgsiOqOU2lV5f7JmIoCXUcq8uodhnSz2CWGv1vkLwMwBJ2MX88OdYAkIAG7yCpdzPj9RrXGAJyAG3PAoLskTEccWP/VY6MNcO9wqIjrnyavwLM/zQm1cUPCBF4od9SQ9oBjRI1xTLpbKsxGR9XHUdEieiDiohdArOtcOt46I/txZeeH4xTl9Yn9va/SxpgQubHEgZ4a1sdzQOn4RkfVxjK01RQSEenE8r06zEaAX4SYdGBbe1mJy5bIv+HqdZtTHtcjgs6w1Wyx1/LifQ8T4OGOTegwTKiKGZyDCiyOZjaxTx4cngU5hmHbA7Hixf2qb/vn9Adm6qeBrp8H0iMzRUUmHm/2XAHFUhqnwK+BEjYs8hkiidw7QVyXOhxrhpdm0ibdjnsk4SqnmjlvCHUPAey87W3RXhTp4BfGhZ26OGSw+7U4yLpzZXt3lIgSOZ7bW2FrHOwdo5wJn0R5hAnwzPDpklZUVR4VMdo8V95AcfuyXp+IVULaXLSDfjymzljvzRnhEfT9aRCad5JMpImBd6dyqzI5rD1RIjQNuUtj4uCMh5Ty9tnBQCixWsr1a8F+8wjbjHgt3iq7CbUu5CiezmWFuHjkSPQMeOyYYV5HYRERE/0hEl4jof4q3+5y/COdEXL4e2kKeW3EHcLi/kPOAB867n5VcsX1UJB5AX+U5G6ft7QZRFZwmZox6FxyngonbPe5v8N+VUh8v3n7s/Nm5eTzqZs2rmaRhLwBsdel5DmaliND9urJ9VBwX5/vAo4/yjn36aeF4Xrg1+hhG0GmcNb+b8DIoIOcBYNpjIVczTvH1gLffdvyF5DzgoT+YNyJ2xeYd2hFjEFi6fz8/Q1V0pS/4wPL70ccxokPi3LuKW0RfI6JfEtEJImJcUgwYFNhjlsXXA6JKVxlh04jYlGDd84jirTGrsHWrbh3JQezW5kZvMMxOoyI0TKxERESTRPRaldv9AMYBfBjAxwG8A+BfazyHXWuVnMcvohgRRi8x66amtOvb+awUNCIenOC/LymZbrHToBrDw3pm5iK5UKHg2+1rVcApQmOaPl+XfSIiGgDwn0qpPwk7jr1PVEnB52ViApE2/86dum8Ol0xGmDVqiskeE3XqEChq0ykijiPFJfURRFHxku8TiNwPBHhjnZgI/x5r7RPFJiIiuksp9U7x968DuEcp9VDY/xiLCNAZmZyEMiBSSJs3ywqaW6dNJBDupiqgT+DnnhNcaL7dCSimjdjVrz2djDGEwUnLaMRm678Q0f8S0S8BfBrA12N8LX7XayAy+/XYMVlRwbm55u34Fge33soXUHu7UEAAX0BtXSwPLee7EadllBGbiJRSe5RSf6qU+jOl1N8Gs1KscAuFqOVQJ4Pn6f0jTjp2gLSPUFLZuhV4/33esUNDOhtX7JHjsvs4yzTdvz/6qWzM8WS7uCvZPaYXzRxe3h8ppJs3ZWEgIyOQNxhOCPm8Nom4joSJCaEjAeBXGQJYhVIA/V1wvYemtJaIAOCeJ8HaO1pZ1F9YRHydNAxkbk5f+VpFSMPDWjzSaA3xlZ1d46EIYz/L9/WFLQrbopatJ6KcV9w7YrqOZsdDiymaVCVdXGwN807iPChHHBsHRFfxKYexMe37wJ49vKcTFbWsQuuJCNBCekRQ5JlRTNGk9lvQtYEIGBhIlqhMex11dxtWHIqs4lNk8w6WE4kTbAroCqy22xOtKaKAdsGCJqJ81dmzdiVvL1wADhxIhpCGh82DbTlNhdcR0elwlTuG2JEV3OxaF00EWltEnzwGtlkHhBabB/QHbtN+ZX6+ec0839ezJZF5TpCobQtQSlnn7u8xtzG4n++OHW42yVtbRDlPV03lRkkvXQvtIeR5ej/BdiEamHltbTF2LWdQLpyREfPaCNms9saJzLiCrz2k3NAeQf7VQWY3yrNm4YLraG0RAaUoaW6Ng6vnIh0N589re9u26PzKijabGrFm8n1g7177oiJDQ8Ja3wGvHNIeUi6C9jWcGuAuO/S1vogCvnCJf2xEI+WAoOh8N3NrKowLF/RsEOfMFOz1BDOPTd2ItjbDvSBAf7aSlHbmnhDAvxAdsOuSuYaNIyJAlrMzPQJ8p48lJqPFdA2CmamyuXEUgWmWyZRmtWCPJ7i5ysxtbweWlizWE5Lg0sEJdo6TxK3tss1OMqv92HCyA8CS7H8Y2Z6BeeSkKlAT09amQ6KMBfTCrbxEO4Bd9zugs5MXnUBk1uaytar92DD4tPx/GN0bPE9fnY02GhNCf7+FgGbyuuwVV0AAq25CwPAwP7znEKOcu4SNJyJJEl8504woRmgzQal4e6/Wk2DtY9TvKOB7W+W5UIJ1kGRjOJt13zFx44kIKF7hpB13F3VbF2Y526BlZH+/Nh9s9pcaxdCQ5doH0J7OBUH6KyBaBwH8tV42a5fyUIuNKaJg/4hb5GQVFVnLrpzAHb6yot3AExNuXatxMDRUahhm5HkrR5IoGSCYgQBZrYsTJ+LJQN6YIgKK8XVL+qrXJvRRL1+PTKWoRrBuCmaoZiLouGctnIKv64WfJDMBCWYgiRmXycSXwr9xRRSQ84AvX+O3iAxgplJUo3zDtlHrp+5ubWYGzZGvXHFwkhV84NQ+XrHFSoQmHKfbXTncKAYTUhEF5Dx+Zmw5s+O6JoBFh7vJyVIERLCG6u21i4aoRiZTaox87Zo2M42dBZVMDuuLihJuHwBiE873ZQLascO9M6GcjbdPFIWJHV+OQQVRLr6v611XK6hxyy36/ttu03+/957ugH30aMyViAq+7kyoJM1Xi2S6dRKlsPrQwAA/XGnLFuCSIFgljLpX+zGhKUQEOGiBkgUGTzSuiXE9KPjAyweBFWm3vSKdW2ShWGVISnW5PL3TzVYJqy1QTCmul7h5Mkmi4APP9+j3ZyogtBkLSOKNc20O1yIVUS1ynn197MtTOsyoER3B4yAoJGIsHgDIyEo/lyHNtpV2vDPFtozwg0R0lohWiGhXxWP/QESzRPQGEf2N3TAbxPCkmbNhDUv6xHtxczLF5KLXa0BHL7vvayVSZ4I4QdACQWW1qrwG4O8ArIljJqIdAB4CsBPAFgCTRPQRpVTywjN3jwG3fwqYOQAsz5s/z9I1LabpkVidD84o+LqgvIt62IMTVutDbtWegKhywK6xEpFS6nUAoPUrvfsBPK+UWgBQIKJZALsBTNu8XsMIToBXj5jtgVQyO179qt7Rq0OS6u2QcCmYSu4YMn4/vq8LjkgSB/v76ysgwH4mqsVWAKfK/n6reN86iOgAgAMAsG3btpiG44CcVzoZpAXXudycK81WAXHMWrZufC4WY/d9nTg3L5j8Mxn78lcmRIqIiCYB/FGVh44opX5gOwCl1HEAxwHt4rZ9vroQiGl6H8S5SVKCWaurH9hyH/D2j4H5i0DXtlKHh4JfnCXL7geA6b0AGmBBOxD+4cMyAXV36+TIes9CAENESikTP+0lAB8q+/uDxftah/KZCYhvdgqYv7DWBJy/sH7WKr+/EThq3ZLP60qyXPr7deRFo4jLnHsJwEki+jdox8LdAGZieq3mYHV22gMgGROqM+4YknXlCEFadbVRJtyaMdj8MxF9nojeAjAI4EdE9FMAUEqdBfAigHMAfgLgq4n0zEkJKq/G2eWuqSBtujVIQECdGqxFkIb9xEnBL2bExtyWoJ609+iimI48iPk8cPy4WW2Keruya4X9xGXOpQD1XzfFhUNzrRxpOkNAkKHa6BkoIBVRPQkEdfowv4B73SEAynl/12qYCGh0NN60BhPS2Ll6k/N0GaigQ3i2CdZOVMxZ7+rXafOPKN0HNSYBBUUkpRh3nIiZdCZqJJXmXkDBB2YO6jR0AEAG2PzHwNXX4cTz18CwI1MTrqPDbZFMl6SOhaRSucG65T6g8Oxa4W0/2HQxeiYzkHXBSEekjoVWo9os1mSCqcSkYH9HB/DUU40XUBjpmiilbhw5Iju+t7f5BQSkM1FKHbl4kXdcvfd/bElnopS6wQnST5qAgFREKXXk6FGgq6v6Y5lMMgUEpCJKqSOep0N8guqvQUnl/v7miIEzJV0TpdQVz0uuWGqRzkQpKZakIkpJsSQVUUqKJU0V9kNE7wJwUE6nKn0A+A1AW4ON9p7jfr/9SqnbK+9sKhHFCRGdrhb31MpstPfcqPebmnMpKZakIkpJsWQjieh4owfQADbae27I+90wa6KUlLjYSDNRSkostLyIWr79SxWI6DPF9zRLRI83ejxxQEQniOgyEb1Wdt9tRPQzInqz+PPWeoyl5UWEUvuXn5ffWdH+5TMAxoiCih3JpfgevgHgswB2AHi4+F5bjaehv7dyHgcwpZS6G8BU8e/YaXkRKaVeV0q9UeWh1fYvSqkCgKD9S9LZDWBWKfVrpdQigOeh32tLoZT6OYD3Ku6+H0DQhu8ZAA/UYywtL6IQtgL4TdnfNdu/JIxWfV8c7lRKvVP8/bcA7qzHi7ZEKkTc7V9SkodSShFRXVzPLSGitP3LGlr1fXH4HRHdpZR6h4juAnC5Hi+6kc25lwA8RESdRJRD67R/eQXA3USUI6IstPPkpQaPqV68BGBv8fe9AOpjhSilWvoG4PPQ64IFAL8D8NOyx44A+BWANwB8ttFjdfie7wPwf8X3dqTR44npPX4bwDsAbha/38cA9EJ75d4EMAngtnqMJY1YSEmxZCObcykpTkhFlJJiSSqilBRLUhGlpFiSiiglxZJURCkplqQiSkmxJBVRSool/w9BbU0N8daE9wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 216x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "colors = ['orange', 'blue'] \n",
    "fig = plt.figure(figsize=(3,3))\n",
    "ax = fig.add_subplot(111)\n",
    "for i in range(len(X)):\n",
    "    ax.scatter(X[i,0], X[i,1], color=colors[yn[i].int()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.utils.data as data\n",
    "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
    "\n",
    "X_train = torch.Tensor(X).to(device)\n",
    "y_train = torch.LongTensor(yn.long()).to(device)\n",
    "train = data.TensorDataset(X_train, y_train)\n",
    "trainloader = data.DataLoader(train, batch_size=len(X), shuffle=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Learner**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch.nn as nn\n",
    "import pytorch_lightning as pl\n",
    "\n",
    "class SecondOrderLearner(pl.LightningModule):\n",
    "    def __init__(self, model:nn.Module):\n",
    "        super().__init__()\n",
    "        self.model = model\n",
    "        self.c = 0\n",
    "        self.aug = Augmenter(1, 2, order='last')\n",
    "        self.decoder = nn.Linear(4, 2)\n",
    "    \n",
    "    def forward(self, x):\n",
    "        z_hat = self.aug(x)\n",
    "        _, z_hat = self.model(z_hat)\n",
    "        z_hat = z_hat[-1]\n",
    "        y_hat = self.decoder(z_hat)\n",
    "        \n",
    "        return y_hat\n",
    "    \n",
    "    def training_step(self, batch, batch_idx):\n",
    "        x, y = batch\n",
    "        y_hat = self(x) \n",
    "        loss = nn.CrossEntropyLoss()(y_hat, y)\n",
    "        return {'loss': loss}   \n",
    "    \n",
    "    def configure_optimizers(self):\n",
    "        return torch.optim.Adam(self.model.parameters(), lr=0.01)\n",
    "\n",
    "    def train_dataloader(self):\n",
    "        return trainloader"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Train a simple Second-Order Model \n",
    "\n",
    "Second order models have also been considered by [CITE]\n",
    "\n",
    "We can train out of the box a 2nd order model for classification as follows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your vector field callable (nn.Module) should have both time `t` and state `x` as arguments, we've wrapped it for you.\n"
     ]
    }
   ],
   "source": [
    "# vector field parametrized by a NN\n",
    "f = nn.Sequential(\n",
    "        nn.Linear(4, 64),\n",
    "        nn.Tanh(), \n",
    "        nn.Linear(64, 2))\n",
    "\n",
    "# Neural ODE\n",
    "underlying_node = NeuralODE(f, \n",
    "                 order=2,\n",
    "                 solver='dopri5', \n",
    "                 sensitivity='adjoint').to(device)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: False, used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "IPU available: False, using: 0 IPUs\n",
      "\n",
      "  | Name    | Type      | Params\n",
      "--------------------------------------\n",
      "0 | model   | NeuralODE | 450   \n",
      "1 | aug     | Augmenter | 0     \n",
      "2 | decoder | Linear    | 10    \n",
      "--------------------------------------\n",
      "460       Trainable params\n",
      "0         Non-trainable params\n",
      "460       Total params\n",
      "0.002     Total estimated model params size (MB)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c3ca6091268f4009b18eb50ab2ac9aab",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# train the neural ODE\n",
    "secondordermodel = SecondOrderLearner(underlying_node)\n",
    "trainer = pl.Trainer(min_epochs=600, max_epochs=1200)\n",
    "trainer.fit(secondordermodel)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Evaluate the data trajectories\n",
    "s_span = torch.linspace(0,1,100)\n",
    "X_d = secondordermodel(X_train[::10,:])\n",
    "trajectory = underlying_node.trajectory(secondordermodel(X_d), s_span).detach().cpu()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Trajectories in the depth domain\n",
    "plot_2D_depth_trajectory(s_span, trajectory[:,:,:2], yn[::10], len(X)//10)\n",
    "plot_2D_depth_trajectory(s_span, trajectory[:,:,2:4], yn[::10], len(X)//10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAOMAAADkCAYAAABqi5P0AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAABS7klEQVR4nO29ebSk91nf+fm9e6237n779r5J3ZIsyUY2ZjdewHYmYzwkMxBOAoRAmMCETJI5kJBzwhkCITlhmOSEzRkYICQwEI4JBAcvGOzEBtuSLFlSq7vV+933urW/62/+eN63q7p1u9WSuu+93ff9nvOeqnrrrff91fKtZ38epbUmR44cOw9jpxeQI0cOQU7GHDl2CXIy5sixS5CTMUeOXYKcjDly7BLkZMyRY5cgJ+NtoJQ6opTSSilrB679XUqpT9zF8/2ZUupv3a3z5bj7yMkIKKWuKKW6SqnWwDa9k2vSWv8HrfW3vJHXKqV+Qin1m3d7TXf7ukqpdymlZu/lmu4n5GTs4y9rrcsD2/xOLyjHHoPWes9vwBXgvVvsPwJowEofTwN/AKwDF4DvT/d7QBcYSx//OBAB1fTxTwL/d3r/g8AZoAnMAf/wFmv6HuC/DzzWwA8CrwB14OcBtcXr3g8EQAi0gOfT/X+WruNz6bU/ka03ff6dwOfTcz8PvOs2n9ePpmtvAueA99zmut8LvJweewn42+n+UvqZJenxrfTzNYAfAy4Ca8DvACO3Wcv3pOdtApeB7xrY/zng3wKbwFngPQOv23JdA89/CHgOaKRreX+6fwj4FWAh/Qz+GWDeld/hThNhN2zcORk/C/xCSr4ngRXg3QPPfXt6/xPpF/iBgec+nN5fAL4hvT8MvO11kPG/ADXgUHrt99/itT8B/OZN+/4sXdNDQCF9/DPpc/vTH/4HUzK8L308vsW5HwZmgOmBz+j4ba77l4DjgAK+Cehk7xl4FzB70/E/AvwFcABwgV8GfusW77OUkuXh9PE+4NGBzy8C/nfABv4XhJQjd7Cud6THvi/9PPYDp9LnPpquqQRMAF/kJiK/4d/hThNhN2wIGVuIVKgDv38zGYGDQAxUBl73z4FfS+//JPBv0mMX0x/Vz9CXmqPpcdeAv00qNW+zpu/h1WT8+oHHvwP82C1euxUp/gz4JwOP/w7wx+n9HwX+/U3Hfxz47i3OfQJYBt4L2K913S1e//vAj6T3tyLjy9wowfYh0tba4lyl9Pv6dqCwxec3z4D2kBLnr9/Bun4Z+LktjpkE/MFrAd8J/Ond+B3mNmMf36a1rqXbt23x/DSwrrVuDuy7ivxrAnwG+XG9DXgB+CTyj/tO4ILWei097tsRCXRVKfUZpdTXvI41Lg7c7wDl1/Ha273+MPBXlVL1bAO+HiHCDdBaXwD+HkK8ZaXUb9/O2aWU+oBS6i+UUuvpeT8IjN1mjYeBjw6s42XkT3BSKfVLAw62f6y1biMS7weBBaXUHymlTg2ca06njElxFfkeX2tdBxEtYqu12em1svX9MiIh3zRyMt455oERpVRlYN8hxG4AsbceBj4MfEZrfSZ9/oMIUQHQWn9Ja/0h5Av8fUTC3W283lKcGUQy1ga2ktb6Z7Y8udb/UWv99ciPUwP/YqvrKqVc4PeAfwVMaq1rwMcQ1fBW65xB1PvBtXha6zmt9Q/qvoPtp9O1fFxr/T7kj+Ms8O8GzrVfKaUGHh8C5u9gXTOICrvV2nzE1s7WVtVaP7rV5/R6kZPxDqG1nkEI98+VUp5S6nHg+4DfTJ/vAM8AP0SffJ9H/rU/A6CUctL44ZDWOkTsneQeLHcJOKKUutPv9zeBv6yU+lallJm+v3cppQ7cfKBS6mGl1LvTH3SPvhNmq+s6iN23AkRKqQ8Ag+GaJWBUKTU0sO+XgJ9SSh1OrzeulPrQVotWSk0qpT6klCohJGlx4+c5AfxdpZStlPqrwGmEdK+1rl8Bvlcp9R6llKGU2q+UOqW1XkD8AT+rlKqmzx1XSn3TLT/Z14GcjK8P34nYkfOIIf9PtdafGnj+M4ga88WBxxXEgZPhrwNXlFINhKjfdQ/W+bvp7ZpS6tnXOjj9o/kQ8I+RH+gM8H+w9e/DRWzhVUTtnQD+0VbXTVX6v4tI/w3gryHe6Oy6Z4HfAi6lat808K/TYz6hlGoizpyvvsXSDeDvI9/HOmIW/K8Dz38BOJmu9aeAv6K1XruDdX0R8bb+HOLI+QyiBQD8DYTMZ9LX/ie2UOffCNSNKnWOHA8GlFLfA/ytVJ2+L5BLxhw5dglyMubIsUuQq6k5cuwS7BrJqJT6VaXUslLqxYF9P6GUmlNKPZduH9zJNebIcS+xa8gI/BqS33gzfk5r/WS6fWyb15Qjx7Zh2+v0bgWt9WeVUkfuxrnGxsb0kSN35VQ5ctx1PPPMM6ta6/Gb9+8aMt4GP6yU+hvA08A/0FpvvNYLjhw5wtNPP33vV5YjxxuAUurqVvt3k5q6FX4RSUt6Eql2+NlbHaiU+gGl1NNKqadXVla2aXk5ctw97Goyaq2XtNax1jpBcg7fcZtjP6K1fkpr/dT4+Ks0gBw5dj12NRmVUoNpRh8GXrzVsTly3O/YNTajUuq3kBKksbQvyj8F3qWUehLJ7r+C1AHmyPFAYteQUWv9nVvs/pVtX8j9DJ1A2IHEB6cGURsMByxvp1eW4w6wa8iY400gicFfgaAJrQtglaF4GFrnIQwhasD+D4Jbee1z5dgx5GR8ENCdg7UvQ+kgRF3orQEW+KvQnofWVXBKQsioA2YBDHOnV53jJuRkvN/Ra8DCZ6B5QerU3WFonoOwC96I3EZNWP08jH09+Mtg2FA+Iq+/oRA+x05iV3tTc9wJNHQug46guwLOGLjjIi3bs0AXnBFoL8H6l4R8YVOe68xA0NrpN5AjRU7G+x1uBewqKAMIQAdQOACGhnADDA+sKqBh6U8h7IG/JtKydQnW/gKi3k6/ixzkZLz/oQzwJhAd1YbuPBSnwR0Txw6AEYEzDL0VqJ+BuAvtGcARUvaWdvAN5MiQk/FBQHEaVALYEGyCNqB4BJSGJATtgTcq9zefB1WApJt++xZ05iGva91x5GR8EFA+CaYHcVtIFSxCcT/Yw2JLGgp0LLZjbxk6s4ApnlerAt0l8Nd3+l3seeRkfBDgTaRqaQOskkhHswCVw0ACcQdwwRsXUm6+AGZRwhxRC5I29F57zk+7Dd3uPX83exY5GR8EmDaUj0IcShaO1uAvQOkIWEPi1MnaibrDEt5ozEisUcegHFFVb+PIiSJ4/nl46SWI41yrvRfIyfigoPooGK4E+q1CXzqWj0CSiKPGLIAzKkxqPi+pcmiwihA2JBxyC1gWjI/DygqcPStSMsfdRU7GBwWGCfaQhC1QoBX4S1A5Bs4QJAGEvtiWTk1sx8ZVIWSSiFe2fa3vgd0CBw6AacKzz8LcrXmb4w0iJ+ODAtMBe0SSxLvLkhwebIptWD4qtmEwL48LU/Ka+nNCTh2CURQnTu/WhdmFAkxOQrMJ58/D2lqurt5N5GR8UGBVoHoEzDL0FpCv1hDpWD4hccawLZtZTD2ri9C4JjanYQmzWpdve5nDh2FsDGZm4HOfg6tXJRe92cyJ+WaRk/FBgemANyUqaNyF7iLYRfDrIv2qp0QC9pbE41qcBhTUnxapmIQpkRchaNzyMrWaEDKKYHYWPv1puHgRGg0Igm16rw8ocjI+SHBHoTgpdmB3DmIt9/0lqJ4U501UF7JaZclj7S5C65qUbzue2Jbta7e9zJEjMDws9xcX4Y//GC5dysn4ZrGryHiLRsYjSqlPKqVeSW+Hd3KNuxp2ScIZzhjEviSCZ55S0xNCRqlN6QxD8YAkBWw8LZJVA0YB2lfl9bfAxAQcPCjq6dAQXLsGzzwjNmSON45dRUa2bmT8Y8CfaK1PAn+SPs5xK5QOQWmfJI/3liAOJOTRW4DKaXCqECxLwN8ZEtuxMw+tWTH6nGpa1TFzy0soBUePQrUKjgOVCrzyCnzsY7C8nNuObxS7ioxa688ic/YG8SHg19P7vw5823au6b6DU4PCPslFJZE6R6MgLTjsCpQPCxG78+CNQem4EHbjSxLeMFxx5rQuv2aYY2pKVNOJCTAMOHMG/uiPxKmTEdL3xb7M8drYVWS8BSbTibEgwzknd3Ixux5KScW/MwLOuOSh+qugPAgWoPoWceD4y2I7uiMiIdtz0FqQeKVVhmBd1NlbwDTh5ElJBiiVYGREEgHOnxeVtdUSQtbrsuV4bdwPZLwOLSOztlSC8ibGA3AnhGDFMbEV2xeFYFFHbstHJO7YmRUJWjkmtuT6n4MyRVXVGloXb3uZQ4dEOna7En+0bQlxzMyIdOz1JHWuXN6et32/434g41LWPzW93fLvOm9iPADDlKoNowCVExBsSDDfLEC4InFHqyTVGkkM3j5witC+DK05eZ1ZkCydoHnLyzgOHD8uvK1UxMPaboskvHABNjZEULvu9r31+xn3Axn/APju9P53A/95B9dy/8CbBtMV+9GuSqc40tCFWQJ3CsI6dGehMCnd5IIOrP65ENEekmqP9pZjIa7j+HEYHRXpuH+/kG9zU2KQV6+KtMzb7NwZdhUZ00bGfw48rJSaVUp9H/AzwPuUUq8A700f53gt2AWJO6KgckrCG8F6Kh1XoTguMcjOrLClfAhsDxovi8R0SlLN0b4M8a09MIWCEDKKJJG8WhXpuLoqHlb/1hGSHDdhV5FRa/2dWut9Wmtba31Aa/0rWus1rfV7tNYntdbv1VrnVbB3iuIBIJaeOG5Neqoaqc6oipKxE25IO8fiAZGmvU1Y+byk17lDoqZ2bh3mAHjoob6KeuCAELPdhvl5SQrIcWfYVWTMcZfhjookVBoqj4jTprskDaqiTSgcFunXvQbKhvIxcY+uPwtBV9RbtDSuuk3wsFrtk3BiQryrnQ6sr4vtmBck3xlyMj7IUEpyUOO2VG544yLlVJoUbtlQ3CdlV+EqVI6CMyWP1z4vZLQK0FsF//ZjMU+dEq+pYQghwxA67YhrV7oszObFj3eCnIwPOrwppHNcLLajjkU62kMQrqf7EslPtcswdFQerz0PUZKm1vWgfeW2lxkfFxJ2mj7TEy0K1iZht8P6ks/F80Get3oHyMn4oMMuScwx2JR4ojcp/W6sssQWzaokCHQXpcKjfFwSAbqzsPkViTkatiSPx+HW10hiCBucOrKEbbRxLJ/aqEGU2DT8Cpdmh3Pb8Q6Qk3EvwNsnIQ2QUipIC48NiFeh+oiEMXrL0o28OC3ZORvPik1p1yRftXNT06okhqAuObBhiwMHbcYnC/jJCFPTFZxCAd83WV6WMqvwFlzOIcjJuBfgTUi+aViH8gFJCPAXxaPaXYfSYZGgnWuQ9GDoEekU0LwGm+dkZoeOJMyRIerK5Ku4KwkE3iRGYYQTpwqYlrqeIhfHEne8fFn65+S4NXIy7gVYrqiqYVNii9VHAJ2WScWgfSgekrYbYQuKB4XAUR02viJFx4YtqmzQkmOCDXEEueNy7nSq1fHjko3j+2JDOo54VpeWhJBRhDiP4uB6mVYYShlWa4+P/cjJuFfgTUESCSErh6EwDcGa5KL6K1JeZZjiqFEKCoekiqNzBTZeBBxRSRvnJIHASpMKjBsHmdm2lFcpJZKxWtUEvk+70eHi2QYb88tSntWZhc4cJDGGIbWQm5s78LnsIuRk3CtwRqXXTbAh0rH2FtkftaSJlV0W27C3KO05ysel0qOzCM2zUD4o5GyeEylp17bOc9Oah0/4lL0OvWadscoKjmrTrjdZnG1y5UKTJOqJg9ewQIeYpuSv7vV4ZE7GvQK7IMH+sCmhiurDkpPqr4M2RUpWHpa6x+aCJAq4lVRyrouDR7kSc0ySVxMx9kVydmYpqxn2DS8Rd5uM1kKqlYRQuzT9KhdmJmlEByQrqHhAqkqAYiGh2wpkbVFbPLtRr6/Oxv4DX7WcD0vdS/DGRPKFbQlxVB+G5kUprTJsIQgK2ueg8A6oPArRl0Wabp6TBIFwRbqVF9Oy0qgD4aakzWlf7EjT5eFHilxdKtHpmtQmbHpLFu0eLKwlXJ0JGaoGqKgFYQeiJoVewPpKQji7hm2KLRtTwrBtFFpU6MrptGj6wUROxr0Ed0zIEm6IKjr0CKx8ThLI3QroHjhlybYxh6S/asOGJE2J86Zl3mNrVpxA/qoQVSfSa8eeklvDY/KIycgErL8SMjIU0ml2WV+L2Fzocem5OsdKc1TcTelKh6YQWRAM0W2F2OPDJNisrhexbJOhWoJlv3rseSYoBwWmUvdvlUhOxr0Eq5RW+W8ICbwx6ZlTPycxiHABvMPgPy8EtVwpVPY3oLMC3csSs2zPQP35NAZZEW+qcsQmNT2IfVTU5MT+gJlzIUmryajdphm4dOoBc5d7zB8KefhUURLSzQKFchE2KvQKUKyOsbqmaGhNa03TndUcPy6pdknSQWvQWok0v8mB5LpS0nU/IifjXoJhpi02NsQes0tQfQwaF8UuNA2oHIHmGehcheEnxGMatyVJoD0P3kHpAOAOw+hT4gyKfdBd8NPxc1Ebuqsc9papMM5S3WNiImF1s8pmZ5y12OZyM+ZIMcB1IuIwxu/ENJsB164khN3LLK8YdHvQbJpUSiFnv2yybzygPDqMJpWSzhBa93/CmYTcWNcirdHUahplmOlk592NnIx7Dc6I2IlBXZocl6ehMAHtWUkmV6S9c+Zg4htStTNt49i+Kk4cHcuP3R2W/WFDtiQQB5G/BjqmUKlw8MQYc60J3Jpm4iDUz2o6zS5zl33mD7WpVhV+aIFho0yXXmwSAJFl0U4MzKKiqzXNDrRmYw6ZNmNjoEhQuotKOiiVTt5CQ6AJ/aw7iwJPSymYVdq5z/wOkZNxr8EdFikR1oFpqW8sHZFucIYlEtCbkgyd3iqQpGPmFIRrIiWHTol31W9KKVaSFh8Hm5KR4wxL/aThceJ4wtPPd2k3QyaGTearZTodlyvLNV6eNXj8cQPD0aBj3GJAsxkSBx20n+DGCVqHRDEMeQkGUEgCqiqkWIQkUWgMWR6KjIA6SaQPrDuKn1Sha4DRSx1BDhgmti1q725CTsa9BsOVGsdggESlI7I/jsEIZYBO1JU2j+6QtOkwN4DhNNQQiuQsX4HSgbSq46q8xh2SmZDKBMNi4mCZockazY7H0SOaymzI0nJMnARcO9/koclVim4X1+wxbioMbVEzezSiMnHPwg8tOj0L24J9kwGtluLspkOpmDBUjUVKo2/y2hiiLrsJGDeVbzk1ME1GR3dfb577hoxKqStAE4iBSGv91M6u6D6FYaXTjdf7VRi25JYSN8EoATptz7EBI0/A5st9EkeNNHMnlHzV3orYkMoSe9MZlR+8LYS0oyb7J9u8+EITWg08bZP0bHpxwMZKj7jXYvKAJlFVfKNMc73MlXXNattks23ihwrbNtl3MKZYVUSxgWOBMg0aWjrUmaYCZaAMhejZqn9fGUAqQbWSPwklrSbjtC2sOITSHs7ODnwnKe4bMqb4Zq316k4v4r6GMvrdxsOmSBDThtIxWH9GfqymIelyYV2G4gTpeABnSGxLf00SyTeeFfIVp2DoMSleVo68rnNNclh1wr6azXNBlWbdx7WhVHKJdInArLHoT1PTFnFsEngG2jVQJYOiMvBNg6QD+/bB5CHJXbUK0tKjtSnkaUf9NpE3hzpeK0cgI2CSyBbHkk+btZe0tpkd9xsZc9wNWBVR77KsGkwJ4tcNCRcoJZKtOw+tVwAtTh6zCK2ZgbaPbTj2tVB7QkjeWxYiZsNXDQewGBtPcGxYqleoTlQY75SYW/JYbysuz8PJx6A2ImrjyrrUNHe60raj1ZIc1ytX5LSrq5KEHgT9kqxaTZLTJfQBcaRJEvGo6iQhjBKSOEbHmiQMCeOYJIxIwpgoikkwibVBkmgsx8MqjvB1XycF05OT22db3k9k1MAnlFIa+GWt9Ud2ekH3LewKoFPJaKSbK+lxcU/6phqu5KzWX5ZkAass4RDLEzLGHXCOQvGIJARE6Rg55aSqoEpHl5coVwsYhWE2/RInDptUNiGaE+L0ekKqblcSxVstaWS1vi6tHv2eZmVFRFcYJsRRQpQAOsbUMZYZcr6d0GzCyWMdPDfAUDE6TpCKlAilNagEpbX8R+hE1mokmEpjexVMtyhKgqtxKh3WlzVBUMIwJG65HVLyfiLj12ut55RSE8AnlVJn09kcgHQUB34A4NChQzu1xvsDpp16VBv9EeNOSeZwbJyRY+Ke2JTBBlQfktihsqWcKroIGJIKt/GMSFqn0ieiactfp1kEu4prj6JNh25H1MlySTNSi2k0IhZmNV/+8w6lUsT6Wsili4qV1ZSEqwaWGVGii+eEFElQKqJcjhiq9PB9k8VVF2WYjE+GPLyvzvREB0WMYWh0oq6HF5WZoLSBoUAZGoVoAcopYFoxhlnHMAyUWyNJNgiNIUKzxMpK6tcypPxrUPU1DLE9lbo7hL1vyKi1nktvl5VSHwXeAXx24PmPAB8BeOqppx7sjOI3DTMNVTRBB0IwVYTCQai/JBX8STctuWqkYZAEvBLErXTAQiD7nEkpydJJmoFTlhzVqJvGKEsYnQZJOyRshNitFYbimO5yiYUFj+XL0Jhts39fD9eJ8CJNzbUwSyG2LmKohGNTTckliKFaTHCdHvPLZdabFiOVDkemW+yb9CkUAAwUNlpBok0SrdAoWm2LVtem1S7SCSy6PZsg9uj6Hp2egR8Y9HyTIDKJIyNVXbs4XgHLEsI5jnTCy2AY/fS7d78b3v72N0fI+4KMSqkSYGitm+n9bwH+zx1e1v0LpeSXFHbkr94syH5vn0i2oA5+Q9RU7YuTx54QyWeYUm6VhHIspIkCNfHStmehuyAdA0LJ3EnaPsH6Q9DTbC6u8/K5Ma7N26xsOAyXA5QKeejQKtVKQs83mV2sEISKZsvAQGEYFloZFFyN4WjOzY4RxibHjvU4uB+KxQKJ1qz3FPWGTb1h0WxYrDcMGk2LdkvhR4o4Bp1o+a/RCYYCw+xhmRrT0DiOheNIiNKwHEzTwPQKKLuAQho212oGynRRStTsTFJeuyYd8mq1N54be1+QEZk89VEl79IC/qPW+o93dkn3OXQs3k6zkA5UbQrR4kjIaFhSYGd4YJRF6kUdUW+L+6GzAL21lLAGNC9JZUd3ThLLDdLhq4p2s4TvW6w2PP77MxV6oUW1qtBEVCtQGfIYmahSqSr8nsVKp0SvYRDEQrJu4hKFULV8FuZsIObJhxYo2CFLcyYraxYray6bTYcgiPF7CREBlo6w7QhDJZStGMuVMInlaVzbwrASLNNAaxPD1JimiaFs2e8VsQwwvQivnEiSgNJYloVZlABlZm5n9196SQg5NvbGvpL7goxa60vAEzu9jgcGOpHgfeKL1zQJ0sqNMXHuxF0xlOIYTEscMVZRCGynWdiNyxCtwPIXoHE2zb5Jye2NSUjE9MBQrM5Xubw8xnrd5sBUwKmTDTY2Y165akAcEfohG+tdXNUhDGLCzRJx24CgiA4T/JUNNrsOF9ZdFutlql7A+TNFur5Nt2fJMolBKWw7xDY1tqOJDAgChaEMDENij8oQW9FQJsoyMEwbQxmYFhimQpFg2A5KKbEvnQKFShHHc7BMqA1DTYlErFaFhFl4pF4X59MDTcYcdxk6kQp/05ZQhr8kQXtvUsjZWQB6EKf6VtiU57CEwL1VIW+0KW057NPpuKkxsGqgErE5ozok8KUvWVy8oJkcW+P0/hnGvDatlSGM7gh+CM21Jq2lGSJrFe3D6vxBzl+b4MJMmfVWGdOaIgxMOr5DwQ0YqXaxzATLTCg4EaVCjGnGeG6EZWosM8a2FLYV4bka24lxrQTLMrA9A9M0MW1H1E0jxLIUyUBsMjENDKVJUOikCXaEKkyjNYyOyQh1raFY7DtwspilZYlnuFB4/V9LTsa9iCyh266J1xRLOsCBGExJT6Sg0iIlw57kqkY9GapKmoYWhyI9g3XJ3tEmGEtAkmb3aAIf/uhTX0USBRwbn0cHTYK2jxGbGBRotwtc6FRZ3zyGSk6w3i6yvlmk2fZo92xibVIp+BhGwuhQh0eOrTE84lNxIxwnwSvEFOwQr2BgmQm2BcoyMQ2dZtxkhNGSXG4XUcqQ6ItbRJkFlJGGRdOPRxkatIu2y2gFWlsoOyGOFbVhhev27cIsiydTV6NIwjU5GXPcGfxNIZzpCvlUWhsYd9OwRAhRKNIt6ACGpL8FLcnGMZA4Y9KVCcikxLXLYnMmMSAlTH/4Z49y4VqNydE6rh2wvOoxu1jl3Mwkl2bGaPQ8LCOhNhQwMdKhVIiZcBNGEp9uRxMmBmMjIT3fZmos4qveYuN4DoZhE6NItA3awjcUgTKFaIakxpmGhDaUUtd9VqYlFR2GqVCxiUoMcUAhok2O0ygNKo4k9mhFqLiHAjZXoLGiMLxhTMtAKfA8kZKZd7XVkkFArxc5GfcigmWRiM6I9MUJ1sRhE7UBU8ISgS9jAEwH4kRsQp2kEtOTfVEkVRyRJa/TkTiBTA+MIq3eEP/vx99DvT1EueLyZy/uI4xtlKkIfIvYVnjKoFyNOXHE5NhRm2JBsbZpsbRiEa9bRF1NoDShUrhDCaE7AjY4rsazNa4Lrptg2wrXVdi2qIqmqUQdNZWQxDJQhoMyTAyzn8OKUmit0FqjE42mn6gax5LJk8SaOJF91YomihIipUgSSVhwHMkeiiKRlNGtJ+jdFjkZ9yLac+IBLUyJRAOJO8Zh2iF8Ebp1cdzEXipFSyL5DE+8pURgpkG20j4oHJXaSHecxBzi7MUhfuLnRvjcCwVsE+bqCdVyTKkaMzkaECeatXUZO150FLYZUXK7eHZCzTPoeRZJwYTEYsgLCW3FqYN1Th/uYhmaROtMmImqGCmCtqKXqqaKLL4gZMQuoewyGBKWQEkKrmmA8qqYtpOSuK9ymhaYgJWquqYpKXI3t/a4OZRRLL6xryUn415DEkFvIc2aGU570CB2ZPuaNC3uLgkZ405KVluSwN0xEShmSdLfIgemvhXG3gF2iTDwefoZkz/9XJFPfbrAc+dsoihk/0SXfZM+Q5UI24bx4YBWV5F0XVRoUSknjA+1OTjZpFSIWd906HaKdDsurTYEcYzWJpatabTs9MdvSI6BqVGGgWVpbKOfFWOaUuFoptk4pqsx3R6GJWSV5HAlZFYRseGI+RsIubMY4s3EW1yULCLb7hPUNEU6ZjHGwcSA14OcjHsNnQWJF3pTqbMmABTUz8LqF2DzvHR70x2kWk1JOKN6SjJ0El/syuYlUVv9JWi+zPkrw/zuHx/h5QsVLs1WWFz2sM2YydGI44d6VMoxI8MxlYpieEhTb1gkiUkvsDEsTWwq/MQi9hXrHZt6z6UVGDQDGz+S1pCzqw6bERhKkSQGOlHoTONECqWUAhONaUo+qm1oLEdjGdLUyiuXcVyNYyd4rsaxNZan8Up9ddNxuJ51kxE0imQLU59VGMr+rOKjUOh3ULftN/bV5GTca2hfFbuvsE8cOLEPrauw9KdSpRHV04rRHqDBq0JhRMhrOeC3wO+IfWkAVpFPPX2K/+8/H2Kp7qF1RNd3KXoGXgkOH4iZOuBQ9BJcTyMKrkmj61Fvm2x2bKyeItQ2sXZxHU2jaTG3aLBRN2i2TGwjwXINFtYKNEMTpZzrP/jrjpkB9dKywEi1b4VGBakNmECy1O8yp5QcqzXXbU3bFkIWCrK5rqidxWKfrKVSn3SuK9eOIiFl5sR5I8jJuNfQmRMS2mXAhvYlWP5vaQob4ryJ2kAHKKXd20rSL8csgRNBkjKAIp967nF++aMP0WiY7JsKuHy1gFMwqA0ntNqKUhF6XZNmy5JoiDYwTZdGy2J11aBeN7FtTagNyiWTopcQRAlaKyxTSUjCVDg2VIs9qlUPw+qridDPhMlifTCY0J05aKDg9NXOjDSm2VdJtRZS+b4E8DN1NYsjZtexbSFjoSAj1L/u6/r730ybyJyMewlhT6ow7JrklUYdWHtW5l4oJSpnsCIhCyyxKZWCwnjamsMG30nJqnl58RF+6fffyuJ6gYdOhrRaRXqhTbUasbDoEYaK5boH9ZQEWmNbCrcArS6EMWDKAGXTFK3Z9iQ5yHKA1MGSKLmfGCZhCLbuEsQKy1YYpkInBqajMAwD25E4oGH0Vc3BLJkg6Dt9MrVzkECZlIW+tM3qJKGfmBSGss9xpNwLRE194BPFc9wlBKsSS/T2C7GaZ2DzjDh1om46ENUHbMnIcSqSkTP2Dhh+i5DXKkBrljCAf/2H38ErV0Y5/pCFH1ucu6TwO9BpO9Q3wXESOu0Ey9K4jpbmF0pjGRrXUPgGhIaBbUG1FDM97lMpQRSArQ0sZUEiAfxiSXF4X5diSaGQsILGIAwViVYkgUEYKboNcczEGpQyMJSQ1rQUjiMxQdtWVCoGjmdgmRKXNC1FGPaD9tn9KOrbhhkpk0TU0ywTZ3OzX9z8ZpCTcS+hO59WWBTl733pC9IvFS2JAGFbckuVLUF+dwxK+6H2iKiowYYcs3meP/rC2/hvX3kcr9phfUWzsOjSahsU3KyHhUXJCyjaIQUPSVsrxdSqIcPVhHrTYmPTotEw8YqaA/t83vFonVo1IejBuVKJ2QUbhyJKJQwPJ3ztE0sMV5M0hmhgmBqlDIkRYpBgE5ljRLFBt2fh+wbtQNHrKNptaHc0va5BcxN8X6XVG2BYLoZdwLaFrIWCSLzhYbmftfTI1FjLEuJNTfWla6fTJ+wbRU7GvYIkSoP4rsQK/UVovCRBe7y+jpgkkHTA8YS4sS8e2O6iTKTy1/CXz/BvPvZjrDeLFBODlTWHONK4rmZyPKbbVbgFzYkjmqGaSbkEpaKFZZuMjUmOqLFi4hsGHW1iuQm4mrgwRuBp2jG0lUFHKzqJQZIkWEHCYtOjFfUr+E0jktCFGWOoBNtMMO0mlqkpOJqhIVGLDVNh2iamZQHS1CqgiB9VaTYSOj2HVkd663TS22ZTMmkyuxGEaIUCnDwpRC2VhJgjI9IzxzRv/fHfCXIy7hVkA06tmqiga89KzxpvUjJxuiuiH2ofVBsYkTijVRHV1LDB7QIG//ETT/L85cfoJhUi02TfhPB4pGYxOWUyO2fgunDopPxIXVfUONuGw4fFRquMyWkLFfFUnjwJ3/AeOa5el4Z1ThHCVBpNTMCT7+xnumQ9cESV1EShJgpjwjhCkZD0YnQrRqsIU8WYKsI0Y0xCDCPEdD3MisfIBExYg/HJvn2Znd/3hZhBwPX0t8yejKJ+nPHNIifjXoBORLIlgbTZ8OtQf0FS4LwpqfbvzUDcSEWBAc6ENCKe/DoYebuEPFD0Vq/x07/7vax3a7gOnDxZ4PBhqVQ4ckR+oH4g9tRTTwkZCwUYGpIf+YkTMsXYtqW5VLcrBBweltYVWfZKqSSb58mShoflnJ438LZ0JrkUcayIY4MwtAkCIVAWCxy89dNUNaVBb/YTvTMiDnpZs1vLkrIo05T3kjl8MjX2biEn415A1JKyJ2WKpFv7C7EVy0ek0qJ9TSRjbAEx2MNQGpcR4SNPibramSeor/KjP3WACytHAc073+nw/g/0G0o99pjU8zUaIgEtqx80r9flh16vSxbL6qpsnY7sz0aNF4tyTKMh0iizybZCFie8HbIWjINbEPS3QaJm18okoNZCtiTp/2nUan3JebebVN0XZFRKvR/410iq4P+jtf6ZHV7S/YXYT/NLnbTj20tpYGxI5i02L4mXNTGlo7hblTaL1YfFxqy/SFy/xB//3gK/+envBwyOHdX80A9bjIzAM8/0nRwrK/1eMVlQ3PP69lbWjzRzgpRKQsDRUfmxZ82Fez3ZsraMQSDkHUxBy3JJs9vBwH+GwdjgLT+euG8bZvczVdjz5P1kYYx72eR415NRKWUCPw+8D5gFvqSU+gOt9ZmdXdl9BNOVSv1GHeoXJJ6Y2FD/iqTBxRvI/5wCNSQOnjiRUqhXfgPaV3jh+ZDf+Ni3s94ZwTTh7/xQkVIJ1tZEko2Pi4t/bU0IGIay37LkB621kC2KRHpm7RgzD2YWNshig9nrCgUh2ciIqIWDZOl2+86VDIO23yBJb0VW6D+309j1ZES6wF1IW2+glPpt4EPA3iCj1pLMHbZF3Yxb0FuH3obYgd11MX66TZF+2fi2YB1Q0v7CG5Mt7EH3qgy5CeYA/9XXiyKot6V58fqfg4LNdoVPPfNX+OzL3wAYHD5coFyGhQUhXLMpknBjQ9TLgweFJFkpUUaYQkGOb7f7zYgzu0xrUV+TBC5dkvuzs3LuOE67h7eF6LbdJ2lG4qx8KSNq5ni5uat4dr3MJt1NuB/IuB+YGXg8C3z1Dq3l3iNJxJ5rX5UephvPQuuKhCXCjbSdRS/NHQ2BCEkmje/4Ege/653M8iwQ8dbJT/KX3vEMB0cWGB1qMFL2qVQNPMcitofoMM0nvvJN/Manv4a1dgHTLPDYY2LjTUwIQbLczdVVIcr4eF9FddIUtHJZ9gWB2IKNhjw/NAT790sL/0qlTyal+lkuWouUXFrq9zDNMmwyCSh1jX1Jm0m7zPa72W7cbROo4C6QUSn1o1rrf3E3FvMm13H/NjGO/bQpVBNWvwgLn5DmwN1VifklqWiIM/JJSwtBdmulz702Zvl5wAEcvrz0Ib78hx+6/lypAGOjQhLTEs/o6ppFsymlS5OT0h/0oYfkBz031ydBoyEScmysr3paFtczXzY35fjLl4WQ5bKon4cPi2PEMETN7Xb75UvZpKhDh4Ss0A++D0rBdrufHZOR9eYSp2zL8lF9f3dNonrdZFRK/c7gQ+BJ4F6ScQ44OPD4QLrvBtxXTYz9dQkrKFNiflFXRnMvfBrmPyZDY5JYYoLeKZmpGDagNy+vt6tgj0s1hVWT0d/Kl1rE5nkp+q08Jrbi2vPQfQWwoDjNWucQv/JjT/N9P3MMcIEbffPtrrQ+ZfbGJWfq3ciIkGBtDZaX4cIFeZyFKU6cEFuwWhXyZLZfqwXnzknL/kytPXgQ3vpWIbZlCaHm58Vxs7YmklFrsRUPHbrRCZORKCNmRl7okzRzyGQpbpmEzJK+CwWR4pnjaKfxRiRjQ2v9t7IHSqlfvIvr2QpfAk4qpY4iJPwO4K/d42u+eWgtWS/+WtpOPyUeKm2dP3Bs1JGWhwuflCp7ZxjKp6F2ShoDNy9JV++hh6FySirrnVFkkGks5Jz5r5JrGtbB2ie2Y/McdC+CVaU79D9wZvPdPHf1IH96cZonn6zy3HN3rqtlP/ozZ+Cnf7qv5mXSy3Xlh20Y4lEdjBEOekUdR1TS06clDnn6tBzb64mN2OvJa1oteX23C0ePyp/AYEJ3ZgsOhjcylXSQtP1Y5I2vz9TfRkMk9G7AGyHjP7vp8Y/fjYXcClrrSCn1w8DHEZffr2qtX7qX17wr8NfSdoadlISJkFDZaUqak+aAGrB5FlY/J7mjTg0qD0PtSZl/0VuXnjXOOFSOgzcM7oQE6v0GEMLmBbEte2vSg8YYkpYZnVlwJ1is/hBfnn8nL5wtcuZiDadU4ZFHlAyW8cX+G0RWChQEr35bmS1nmv2Kd9smnSQsku1mNdHzRPpMTcGxY/D44/Doo3DggBBpfR1eeUWkZr0u3blBXjs5CR/4AExP36iWZvczG3CQnLA1WUH+DLLXZO91u0e/3Qp3vAyl1LuB7wLqSqkXga8AL2qt1+/V4jJorT8GfOxeX+euobso9YE6FpNOxULEsCXPKwXZzPmwAUufg/pzgAXupEyDcry0zf6aHFM8DEZaed+dEwdOWBeJ27osqq/2wTsgZO9chMIY17x/yPPzb+UrL5pcWxymUC5TqcAXviAS6cQJUTGzXMwsvcuyhEDVqjhqJiYkFthq9R0zmSNEqf6POivMrVT6QfLhYdnGxmRfsdgPcSwtyba2JhJ1YUGkIcg63vlOSZXLSHUr4gw6ZwZJOkhWpW5sMDxI4t2A1/Of8KvA3wNs4HHg24BHgRN3fVX3O6ySZLfEgZBQR7K5w/0WiEkoaWqdVWi8knZrm0799WXxpiYJtM6nvU2VENAOAVNIaKZdvjtLEs6wyyI1gyWwyswV/zdeXPgqzr+SMLc2gumUsCx49lmx96am4Bu+QYiZBbnX1vrOl0ZDSNrtyv7paXG2HD4sKunwsJArq4i/2YM56Gip1+Wambrabguxu12RzNltFgbxPCHiBz94Z57P14oVZs6dm1+zm/B6yHhVa/376f3fvQdruX8R1AEt6qgyZbahKoKTfttap4SM+1sSSZHu5nlpAGyPQOWoTHSqnRCJiNFXXasnJK/UGoGkLUnfcQciHxpXgFBa8/ub4BTZHPouXrz2DpYWA+aWxun2SiSJSKFORxwiJ0+KpMjyRg8cgLNnhYCnT/fzSC9elNu5Odm+8IUb+8Vk1QsZIQdbYlx/+/rGCcGDz2dqbXbOiQl417tkstPdyngZnIuxW/GaZFRK/QbwLPAXSqm/r7X+v+79su4TBJuSRha1kUa/pnhJB6FSKWaktxhCWtMWQsZt8Zx6+9Nx3I9ImhqWqLVJIkW+OhYbVKVl61gSCln6c/BnxYnjDoM7iZ56Ly9e/jraTZ+rC8NsdsrEsUgfyxISHjok97M8zCwRu1iEL31JJOHjj8N73wvf/u1CildeEdXy4kUJ8Deb8vpm88aK+cHWFnCjDTnYsyZrX2FZog6PjsIjj8A3fqMkne813Ilk/DVk6Mwk8C1KqR8Bnk+3r2it966UDOviNMmgtQR7MgIqlZLHkLFqWeNcUkOrtwKNi0KqgpbzhU1JV9MhdDdknoUzJI2BvREwStC6BpvPwcZ52HwW0FB5VIqAx76aq62vYrMeUe8UWdoYotOVKnfDEE/m0aNCzGJRPJgZGYeGRCrNzkpMcH1djvc8cbycPi0OlSQRFTaz9dbX5fh2W9TQrGIik4DQ71mTEdDz+nmpmT05NSVr2Kt4TTJqrT8NfDp7rJSygNMIQd/OXlZZS4ehcKAftE966W0o9qIOU9tQ90MZWpO1vqe3nKqjkXhWk1iK/KJE4ohY0B2SuYlJAOsviHTsrkP7CnReEYlZehgOfDMMnSbyHuLyCyaYLpfnRmi1zetJ3LYtRMyq1UHSzrLUsIMHhViVithzzabYeZWKEGxqSl5jGOKYqdW29+N+0PG6nbpa6wh4Id1yGKbkf3KLNtJZbmkyYDOiZTMK4uyxiuJF9UagchK6M4ApRG3NynwLZcu+qC3e1O48hAG4h+H0D4qtWTzIlQuKXujiqxGWl12iSBwsjYZIN8eR+2NjQrxuV5wxk5NCtiw/VGt5fnpaVNpqdffE4x5U7JIIy32IoC4Eu8EWNEUtRfVvIfV8mkg/+gQJ1idSPa9IPRyBOGU2XoTmy0LA7ow0kTJcSNIk8bAtjpswljDGie8R9dQdJfRDrs6PUBypcfnlAq2WSMDNzX5Pl7U1UQ0tS2w/rUU1ffhhOW5jQ0iY2XZPPCGOncGi3hz3BjkZ3yiUKfHDJATde/0BK62hu5xWWGxC+5zMu0g66RThctpMuC0zEAEZ4+2KMVYak9b6B94r0jXxuXBthNgaYf8+j//68X5VRKsl0q3XE1JWKuI1XVuD48fFWVIsis13+bJIS88TafnEE/1uaDnuLXIy3gqRL55SjLSlvSOSLGyIN9SwpO7PSOsAdap6ZpIvSURyEkt8MO5ICVTYSLNz6tCZl7kXcVO6dLtVMCuSWdO5IKlxYUNaYDjD0rktbgvDhk7B4Q9LgF9rNnsTzKyOMDZpsb4uEq7blc00+4M9HUdyRLMJu9PTkmrmOOJFzartDQPe8hZxqPR6uWTcDuRk3ApxD3pz0qoiiUQ1VKQ1hU0hoE799cqA62M204CaTlJnTiTOHR2lNmPYV09NVySaPQnGjCQD6GXwPy/S0XDArIGZSNNhIy36s6pQmIDJ94BTBrtCbAzx0ktlLEdx4AD84R+K46XbFa9mVs5kWfDCCyIBR0ZEPR0bE3vw8mWZSQ/yPzIxIXG+bArvm+mUnePOkJNxK4RNJDVtREhkV9LyJUQi6tRbGsdAb0AagjhmjLSyyQankKq0AykqcSSFvtG85J36G1K5YZWgOCTxRsNNA/trogarsXQSVA1K0zB0DApTaGeMs2et6w6aixfhy18WT2g2uAWEkF/+sqimjzwix3Y6/VYZ58+LBLRtIfBTT0lYY309l4rbhZyMgwhbqWqqhBgUU+nWBVsJOTOHS+YRTdL6HZ0W+OrUjoxTFTUOU8kYiP3XWJBi4d68OGl6dZGuqgCF/dI42DBFdY0DsSOtMlSPyBQoFUHtMSjuA2+SV15RnDsnAfN6Hf7iL0TVrFSEkJnd+MwzQr7HH5cg/tNPiy1pmiL91tflfqMhxb4f/GA/ISC3F7cHORkHkQ13D5tp+hoiBYONLQ7O7MNMNdUD6W5p+lvUA78J/oJ0YPPTYmEMyZgZflwIttxKe870pJpfF8UudYfl+MI+CXkYBpglotJb6HVdLlxQnDnT7zHzzDNCRNeVGODsrDy2LKkZ/KZvEjswC9JnwfmslKjVEnvx3e8WD+ra2psf5pLjzpGTcRBWcYCMWbWqJU1+dcz1MdpJ2tWa9H4cpe0wOjLbsDufekrXZKioRpwv3ji4+2XMmtYSwE+W+kkCSQ+MmqippgfmMChNbE8SxDWCdo+ec4zOcpkrlxVXFvq5ocvL/ZkP7XY/l7TTkfjhu94lAf+s4xnIfdOU45aWxI58y1vgq7+6XyqVxxa3D3ubjEkqybK50nEoVRJRR5w4yUBMMAlTB0wkx8UdCNoQrktytm7JY+2Lc8csSAFw7XFpFKwciNdFOraupHmnsajAZlHOb9WIrTHC0tsJA0VojNHd9PETj8iFMCqTjOxncQYWV0xcT4imtUjBxUWYmRFnTDZtqVgUEp4+3SdYu91vlXjxotQP1moy2uzkSXHeZL1K72Vrwhw3Yu+SMQ6l+DYjkDKkFKm3BKRSK+4O2IA9CXFEARD0M2mUCdoBdwhKx8E7KCPUTFt62PTmoHlWQhRRByG3CbZHZA4RGgcIVEivNUc3PE3QPUJkvpU4kGubbQ/H7OGWQgolm5lejZU1cD3F9CFxvnz2s3DlihDs0iVRQ0dHxVNaKkmwH0QtzWoQWy15TbMpx33jN0oT4n375Niss9sbncKb4/Vj75Kx/iKsP5OGLjZlX9hAVM+0iJesAM6UUINdhEIZ3LLEA91RiQFaafyvtygNZFbOi4oadyEO0dogwiaIKnSTGp1knJ6eIrTGiLVD1BrDbv8pllXFtstUCl0K5XUcK8Fy2tis0WCc568d4nK7iOf6dNqaP/kTaYORdWVrNERVHR2F971PHDqXL4skXFkRKbmwII8zmzEb+PnEE/0iXuhXYey2mr8HGbuajEqpnwC+H1hJd/3jtOr/zcMswPCjkpSdpN3WstofZaRtMVyZ6GKkMUHDFqdMbw38ZbENN14QaRrWIe4RRwlhaNGJa3TDcfyoQldXiBgmtsZQXhXbLWGXhyiVqxQqQxQmFrEvbWA5PtYYqOEhCWHEIWGvwEsvjPDFy8eZb0wSFw06PYu1dZvFtFgXhIhRJJk273yn2H1f/KKooa2WxBCnp+UY2xZbUCkJ6j/2mLxuaqpf9rS+vnvaUewV3A8f989prf/VXT9r7VT//mD2jE6EcFkj4PacSLnOnMyjCNfRYZso6OH7Fn5coBeW8KMxekmZMCkRqyIYHmZhCKtapVD28CplCuUqhdoQVqGKaVsiheIAqMBiAvEGcRwRdgI2Gy7Pv+jx7Je+nlcuajrxGHahgC4bxL7Cj/qV9KYp0jCrRzx4sD/wMwjEibO5KVX98/P9ivuxMbEPDx6UbbD4No5zqbjduB/IeHcRNNJWGKGMRYtaadC9KU6VsCnxwLhDEoV0ugZJrIlji9jw6IRVNtr7iVUZ7AIoB8MysYoehaJNtWhTLJfxqkWcYhmrUAOnKt5Rw0YnmjgM6DXa9No9giDB36jRWXgL68ttrnUf5tzCEa6sn2R1TRH7AWVznuFaB7tkYY1o1pdheRU6vpDvyBFp8JQk4oxZXxcium6/Cj8bOjMzI0Q8eFAC/82mEPlmKRjHub243bgfyPjDSqm/ATwN/AOt9VZBvztH55pIvSSUrmxhXRo6ZapqlqpmD6HdCo14CuWUMS0Hw/QoGqAiD9eKcRwDr2jhFF0Muyyks0pglgh1gV7k0euYBOsh3bbP5maL9dWI+iY0myaNVoF6w6a+5tGY/Z/prK7TY5zEqGBXTabHG4wMBXjRKp6TsNh2uHRZs7xsS6HwNJw6JUF63xeJl2XVHDwoSeDttvS8uXSpX7d45Ah8zddISOPCBTnmZmS9RXNsH3acjEqpTwFTWzz148AvAj+JROp+EvhZ4G/e4jx31lHcrslYNAwoH5NQRW9FVFKdcN1ZQ4KpY/bti1AqVV+VJSEKy5OYpFUiSmw6YZG2X6DXcun1TOobMfPzMQtzbZrNhE4HOl2DILQIY5ckNogSAx3LEE/L0FSKJiMTK5RLGxSHargj08TKIYktFq8Uef6VEiuNcTpoKlU4cjjhxEPiKc26upVKYgO+/e2S8vbCC/35F1lq3FNPCVGnpkSSzsyIJM16mmYYbAqcY3uw42TUWr/3To5TSv074L/c5jyv3VFcayGaDsVjmoTi8VRGWv2QJnLqtAOb6aKsYtrntJDeppJTWYSRycyCxfyCZnlJE/odohiabVheEUeLZVt4nkHZsTDNGM+OcN0eRS/BcRUaC1SB3pJD+8oavV6JKBmiXbfZ6AwxO2eyvODSakU4BcXBA12On/SY3p9QqPTbIk5Oispp20KyT31KJF82JCaKhLjve1+ffOWyxBezVo2jo6/rq8txl7HjZLwdlFL7tNYL6cMPAy++6ZN259MmUh2Rt1lBsOH2E7otC6nEUGkBsNVPlVMGzabi5bOKRiuh2w3xA4NEm9gFG8c0KI/YHDwMpWKEY0XopMfmekSjpQgig57v0A5sVjcdwiik1w4JNkeIVg7T7moa8RStoES9V6HT0dg6YbK2wdS+TU49VuLgw0eoVROGp8TJUi4Luc6f7/ehKZeFpEeP9m3IrCGUbYtDx/PEgXP1aj82mWPnsKvJCPxLpdSTCG2uAH/7TZ1NKaieFpUzWJVKiaxzm2GnOahGSkCzf6ukij9OTILQpN426SUWISZeBapujGMmKB2hk4AwaOP7mnZDsdoxWFq1qDeKdHsGSWJjmiE6jtBJk2ZT02yZ9DrD9NaOEHUadHSBbmBCwWCs1mP/eJtTY+d55KEm+47tZ/ihfVQqEYubknXTasHLLwsZh4aEVMPDoraePCmke+YZIdzVq6Kidjp9z+uVK+JlPX78xrb9u6nB717Ariaj1vqv3/WTWmkJgjkllRTKSouFTUneBiFebNDtQrut6HYTOp2E0E+I4xh0SLXQRQc6Hdqp2AwVUWTQDUxaLZdIG0SRRRBYhEFIksR4ToBpdAhDTYJBo23TCU2wPEyni+2W6Gx2SFTCxGiLQ8fgsdMdHj86z7HiC5TdNutasbHR4PK1KquNJJ1jL5UXo6PizLEsaTT80ENCON8XsjYakiRw6FB/3NrEhByzuChSNZv0lM09zLF92NVkvKcwbNkGYae/RH+doNXj2hUTP1BYpogICUNa9HyDdsdlZc2k0TJobFq0Oya9rlRrGFZCEmoS3cM2E5TSGErjRyaW6WDaog4nprpewtTpemDUODp9nlMHn+fRx0scPT3J6P4JLH+D3sY0y6szrHciFvQ6S60aOBHDow6Viki6alVswJER+NqvldBGtysSb2hI8lezvjeZbVmtir05M9PvBAc5GXcCe5eMt0FMAW05jEya+KFBEJisrcPVq5ooSNioJxgKLDOh5AbEbo+1VQNNgqnAM6A4qiiVFIZtYRomtuvgByLFfF+8nPW6eDhHRuCJJxRvfShkuvF53OAa1sij2Dqi3jxKb71Aq3mC+mzIRtNi0+hRmdbsPxJhOg5Xr4qkO3oU3va2vl0IoqKOjIjUnJ+XtLjZ2f6ceq0lM+fyZXH4HD3abzI82Pc0x71HTsab4PswO1tgc1NsMaIuOmrg2DBR1RRLYByDaiWm27UAk15g8JYnTFZWHXzfINY2YWQQx1xXIbvrkhUTBPJjd11JWTt9WuJ+pglr88P4vYehPYvfaNPpmrRWOjSbQ0S6CMEijtXi0PAc5ckJ2p0CUUfU0scfl3Nl47wHh9K4rkjH8+fFcfPCCxL+6HZlTVNToqrOz4uELZdlPVtNocpx75CT8SbYtjg/XDcd6uJaFF0P1zOwLAPbMTFMcej0fEWQdt+YnYWVDWi0ReL1enK+bIZEpSIFu5OTUhlx+LBco9USwkYRxKpMUjzK4pVp2ssFdMXFKq0wNjGCVgGNeIjeeouk2yRsrHH41Dh2pUSjIc6abNYF3Khiep4QfmhIbMPz5+Gbv1mu2WyKZJyaEufOwoI4fbLpvtkk4Bz3HjkZb4JhiFo3MpIFvm1k8NaNyAp4s2r5tTWRUPv29SXN0JDYcNWqbKXSgKRMpy5ZlhxXLMLmps06h8EdZ9J9hcKoRWTWWe4dYWM9wmaSQ5PnODh+jfETmmT/EV4ZiCUOkjGK+u0yPE8INzwsZFtc7Ldj7HaFcAcPSpbOtWuSJpelx0VRXtO4XcjJeBvcLgMlG6FmWUKy8fE+IVy37wAJw/62tNSfoJvljQ72l9m/H6ZHRjCHC7z8BcX8nKZjDGFP+DzycMLJgx2KrU3orqDDERaubRDF44yO29dV30w1zeoRoT+w9NAhadO4uSnEe+tb5X63K38gtZrYjY1G35GTk3H7kJPxDWJo6MYhLZljxvdFamYz5TOYppDF8/qkuRkjI0AyjI6OUTv3FczWDCcPaCaPKcqHHoGehuQQdJdorLVZDxaoPXwE07RvOKdl3UhG6A+vcRyRyGfPisc1q4M8cEAIee6cSMcnnng1qXPcW+TWwF2C78uPOrMVPa8/5mxqSmzF4WGRnrezwRJM6pxmaGyYI2NXODSxRNmeg8SUFxam6YVl5hYVTjxHrdS93l4jQ9ZucRCFghCumoZSM2dNoSC3USR2rFIiHTOpf/N5ctw75JLxLiGriHijydVai0RtNoGoRGV8krLdRIVLEE1Ia0d3iDCJmWscJQ7WODw0Q299FmtkFM/rX9i2hWCDNYmWJWubmhL7tl6XBIBHH5U/kWwAzvi42JVra0LU7M8lx71HLhnvErImAa8XSSIe1aUlIYVrtBgfg8qBh1CFSYg2pMayfZWIEnNLHi19jKnRBla0RLR5hUrpRvGV2Xg3hya0Fk9ptSrXPHNGJKptCzmrVZGe3a7EHS3rxknDOe4tcjLuEHxfCJCR0LYSxqobjFQaWIUiDD8BlYckfzaoE3XqzM0q6k2Pyf1FhkegUQcnmKFgNm84t22LRpu15IB+ovhDDwnpgkDU0ax9f6cj+/bvl8cLC317MVdVtwc5GbcZjYaEFtbWUiJ4mvFai9HSMo7RlZQ8ZxgKkzD8CJgu/uYq1+YLbCytMLnPZGIyYTM6hiaiZs9A89yrruM4N5Kx1RLH0fi4hDlcVxLHz54VWzZrzzE2JvbtyopskJNxu5CTcQfgujBcDZga2aTmLWLTkDxZb7yfH2uXoPoozeQol+fLtBo+0+ULTE3atDoOvn2UoWqMlaxA41w68erGa8SxSDdJZu+P7T56VBxM7bYkkBeLQt56vR8CiWNJAsh6rea498jJuJ2I2lTddYa9RQrGKirpSG8cd0zaPg4krscxLLUPc6X1DuIo4dDQJSaqq3QaTVrdAsVqkWLFlcqT9ox0rBtA1jXc9yWWqJTEDj1PUuPKZSHptWvipCmVRDL6viQuDA+Lx7XbzdPitgs5GbcTUVu6C5ieqKLeVDp3sR9Vz+ZeXLoEC+sjlKaOcPxgnZpzjXYzYnNxEa/kUhtOoHhEPCzdFdi8se7aNMUBs7YmBKtW+zmxw8NSOmVZksd67pwE/LNu4yMjQshWS2zHJMnjjduBnIzbCXdMbEGnJo2PB9yvSSIkvHxZtjCEA4cdjjx6CG9kP41GzOZ6gMc8wzVDRtMV9os6G2yI3RjfqE8q1W9wXCrJPsPo56o6Tr+narEo++t1OebwYSH0YMpfjnuLnIzbCXXrj3tuTqRhFu87cUKcKbowzZp+ilavTEnNMlKqo/yFVL0ty5g6ImjNQWv2+vl6PVE7bfvGhAB4tap65Ypct1Lp582Oj4v0XF8XR06uqt577AoyKqX+qlLqJaVUopR66qbn/pFS6oJS6pxS6lt3ao33GmNjElY4eVK8nbYtKuPyRo2g8Ai1EZMhd16mWrWvglkCDCgcldvuEjRFVW21hETFopx30KsK/d43Y2Mi/ep18aoODYmEbjaFqNPTQsKlpTz4vx3YFWREGk39T8BnB3cqpR4BvgN4FHg/8AtKqQeyz3WhINLIcUQyZSPeHM9g4uhBiuOHpYmWvylNl3Uk7UJK+8AuSzPmzfMytjw939hYv+3GYD+bLHH8yBGxITsdUVULBdm/uSmkPHBA1Nu1NbEt85449xa7goxa65e11q8OlsGHgN/WWvta68vABeAd27u67UcUid02OiqbWZ6A4beIatpdlGlY7asyiMe0oTANaOguQP0s5bI4aZTqD1K9WbJliePFojx/9apIxKGhG1XVqam+IydXVe8tdgUZb4P9wMzA49l036uglPoBpdTTSqmnV7Jo9X2KclmIcL28yi5D9VHwpiFuyNSs9gyodLhr6Yi0mvSXoXHmhnNl1RxbkXFqqk/ael1ijtVqX3V1HKlzNE0Jc2zVeTzH3cO2kVEp9Sml1ItbbB+6G+fXWn9Ea/2U1vqp8fHxu3HKHcOWOa6VwzKsJ4mgswxhG4K6kNAdkfmQYReaF6G3ecNLs4TvQTXTtvuqqmmKNH75ZdlXKIiUDEMh7OioqKpLS/fyXefYNjJqrd+rtX5si+0/3+Zlc8DBgccH0n17D84o1N4C1lA6nrwD7SvpqDoLCgelx2tnARov3fDSW6mqrivZOMWiJBnMzIhEHB7u12XWapIep5SEXnK78d5ht6upfwB8h1LKVUodBU4CX9zhNe0MTBuGTomEjFoy2NVfAG1Lz9fCAZmKFazC5pkbWHM7VXV6WginlDhuzpwRp43jiNNGqX6/nqxdR457g11BRqXUh5VSs8DXAH+klPo4gNb6JeB3gDPAHwM/pLXeuwU9xX0iHZUJ7QUIfejOyOBXpyJJBTqG5mWRkAPYSlXNOg8cOtSv6j9zRohYKvVHBWR1jisrkkSQ495gV5BRa/1RrfUBrbWrtZ7UWn/rwHM/pbU+rrV+WGv9X3dynTsOpyaOnOKUOHKiFnSugFkU6egdBWzxuG6+cMNLM1V1MOaY9eLJEsdBHDWrq5ISl3WPK5UkBhoE0gUvb258b7AryJjjDqEUTHwNHPwrklQeNmXWZNST/NZyGnMMGlA/K5O2UmSq6s1qpudJPLFS6afkZZUchYLYkFn3ONfNvar3EjkZ7zfYBZj4Opj4JjArknjenQFDJiNT2Ack0JkVdXUAnvdqVdXzZMv63ySJJAAo1Y85djriUR0fl8yeXFW9N8jJeD+idABOfB+c+F4oHoD2bF9VLR6W4T69W6uqg8H7rMlyljiutQT4l5Yk5pg5dhynr6rOz+eq6r1ATsb7EUpBaRJGH4ORt0lqnL8qQ1wLo2JbBm1Jj4v6RqLryku38qoeOtQnX1Z0XCiIutpopFUkB+TYbAxdjruLnIz3M5SCkSelQ0D76kDM8YB8s91ZaLx8w+GuuzUZPU/swqyd/8svy/1aTaRhuy2q6tiYqKkbG9v5RvcGcjLe7zDttHFVCxIDlC2qq1mG3irUX77hcM/j+kCeDJYlGTmHD/enVy0uijpaLsu+jQ3J1Nm3r98dPU8AuLvIyfggYOQpUVetohQtO1VwhyHuQesy+H2dMst3vbmsqlAQyZi19e/1JOaYjSHIYo5ZrurSUp4AcLeRk/FBgFOEyW+A8n5RWQ07TY9T0JmXhlUpTFMk3VY1jlk8MYrkuJdfFik4GHMcHZXHq6vi2Mlx95CT8UGBMsRxUzyQOnKmpAA5WIHmqys5guDVieOW1R+WahhCuJkZkZpZzNG2JcTRbotjJ8fdQ07GBw1WCewhqeLwxiQhoHkZ/D5zXPfVIQ54dQKA70vM0bLE0zpY5whiV+YhjruHnIwPGpQB1dNp86sDA5Uc568fkrX/v52qGoZy3IULYj9mYY9Go98WZH09z8a5m8jJ+CDCLsHQaXHq2BWp5Gi9cv1ppYRoN0tGxxFb8fhxeWyaUsd49WpfVW00JPZYq4nampPx7iEn44MIpcCtQe00eJMyr6N5SRIBUjiOSL9BuzFr0zE9LZJQaznmzBmxIYeGREpGkdQ8djo5Ge8mcjI+yHBHYeSrJeTRWYJ2P1fVtoVsWw1VLZdFVe125biLF+V+udxvyTE2JpJyeHh739KDjJyMDzJMG/a/F0bfDsTSGSDFrcbGZdUdR4/2H6+vCyGzlhytlrR6fNvbhKA57g7yYakPOtwhePjvQus8qDQTXClMU+y+602vUmQjAKan+15VraWv6mOPyWtaLZGcBw7sxBt6cLErJOOtmhgrpY4opbpKqefS7Zd2cp33LWwXao9B7eEbul0Vi/3JxoPIVNV9+8Qu9DzpOt7piLfVtvO2jfcCu4KM3KKJcYqLWusn0+0Ht3ldDw5ex1hlzxOSHjkieayOI6rqpUsiNbOJxjnuLnYFGW/TxDjHDiBLmcs6imfEO3s2bTYwIbZjjruL+8FmPKqU+jLQAP6J1vq/7fSC9gJcV1TVU6fE43r0qDhsctw7bBsZlVKfAqa2eOrHb9M7dQE4pLVeU0p9FfD7SqlHtdavyopUSv0A8AMAhw4dulvL3rPwPFFHH31UwhpvfWvfA5vj3mDbyKi1fu8beI0P+On9Z5RSF4GHgKe3OPYjwEcAnnrqqbzS7k3CccRzmg1VzXHvsStsxltBKTWeTZ1SSh1Dmhhf2tlV7R0UizkRtxO7goy3amIMfCPwFaXUc8B/An5Qa72+Q8vMkeOeYlf872mtPwp8dIv9vwf83vavKEeO7ceukIw5cuTIyZgjx65BTsYcOXYJlH4A++0ppVaAqzftHgN2S2P63bKWfB03YrvWcVhr/aqJvg8kGbeCUupprfVTr33kvcduWUu+jt21jlxNzZFjlyAnY44cuwR7iYwf2ekFDGC3rCVfx43Y0XXsGZsxR47djr0kGXPk2NV44Ml4q5Ye6XP/SCl1QSl1Tin1rdu4pp9QSs0NtBP54HZdO73++9P3fEEp9WPbee2b1nFFKfVC+hm8qhLnHl/7V5VSy0qpFwf2jSilPqmUeiW93dbedw88GblFSw+l1CPAdwCPAu8HfiGrENkm/NxAO5GPbddF0/f488AHgEeA70w/i53CN6efwXaHFH4N+d4H8WPAn2itTwJ/kj7eNjzwZLxNS48PAb+ttfa11peBC8A7tnd1O4J3ABe01pe01gHw28hnsaegtf4scHMF0IeAX0/v/zrwbdu5pgeejLfBfmBm4PFsum+78MNKqa+k6tJ2qkM7/b4HoYFPKKWeSTs17DQmtdYL6f1FYHI7L74rSqjeLN5gS497itutCfhF4CeRH+NPAj8L/M3tW92uwddrreeUUhPAJ5VSZ1OJtePQWmul1LaGGh4IMr6Rlh7AHHBw4PGBdN9dwZ2uSSn174D/creuewe4p+/79UBrPZfeLiulPoqo0DtJxiWl1D6t9YJSah+wvJ0X38tq6h8A36GUcpVSR5GWHl/cjgunX3SGDyNOpu3Cl4CTSqmjSikHcWL9wTZeHwClVEkpVcnuA9/C9n4OW+EPgO9O7383sL1aldb6gd6QH/ss0thqCfj4wHM/DlwEzgEf2MY1/XvgBeAryA9g3zZ/Jh8Ezqfv/cd36Hs5Bjyfbi9t9zqA30K6D4bp7+P7gFHEi/oK8ClgZDvXlGfg5MixS7CX1dQcOXYVcjLmyLFLkJMxR45dgpyMOXLsEuRkzJFjlyAnY44cuwQ5GXPk2CXIyZjjVVBKvUcp9e93eh17DTkZc2yFJ4Av7/Qi9hpyMubYCk8AU0qpzyqlriml3kgifo7XiZyMObbCE8CK1vobgR8BvmuH17Mn8ECUUOW4e1BK2UjC9M+mu2ygnlZW/AIQAH+mtf4PO7TEBxa5ZMxxM04Dz2utk/Tx4/T7CP0nrfX3A//jTi3uQUZOxhw34wmkrCnD40ip1wH67Tri7V7UXkBOxhw34wmEfBkeQyTjLEJIyH839wR5PWOOO0JqM/5boAf899xmvPvIyZgjxy5Brm7kyLFLkJMxR45dgpyMOXLsEuRkzJFjlyAnY44cuwQ5GXPk2CXIyZgjxy5BTsYcOXYJcjLmyLFL8P8D8Mkfl6Lp8fgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 216x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Trajectories in the state-space\n",
    "plot_2D_state_space(trajectory[:,:,-2:], yn[::10], len(X)//10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us now train a higher--order model, e.g. 10th order, on the same task"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Showcase of Higher-Order Models (10th order Neural ODE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, we introduce an integral regularization term leveraing the [generalized adjoint](https://arxiv.org/abs/2003.08063) for Neural ODEs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "class IntegralWReg(nn.Module):\n",
    "    def __init__(self, f):\n",
    "        super().__init__()\n",
    "        self.f = f\n",
    "    def forward(self, s, x):\n",
    "        loss = 1e-6*torch.abs(self.f(x)).sum(1) \n",
    "        return loss"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With `torchdyn`, going beyond orders 1 and 2 is easy. Simply use the `order` argument during `NeuralDE` instantiations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch.nn as nn\n",
    "import pytorch_lightning as pl\n",
    "\n",
    "class TenthOrderLearner(pl.LightningModule):\n",
    "    def __init__(self, model:nn.Module):\n",
    "        super().__init__()\n",
    "        self.model = model\n",
    "        self.c = 0\n",
    "        self.aug = Augmenter(1, 18, order='last')\n",
    "        self.decoder = nn.Linear(20, 2)\n",
    "    \n",
    "    def forward(self, x):\n",
    "        z_hat = self.aug(x)\n",
    "        _, z_hat = self.model(z_hat)\n",
    "        z_hat = z_hat[-1]\n",
    "        y_hat = self.decoder(z_hat)\n",
    "        \n",
    "        return y_hat\n",
    "    \n",
    "    def training_step(self, batch, batch_idx):\n",
    "        x, y = batch\n",
    "        y_hat = self(x) \n",
    "        loss = nn.CrossEntropyLoss()(y_hat, y)\n",
    "        return {'loss': loss}   \n",
    "    \n",
    "    def configure_optimizers(self):\n",
    "        return torch.optim.Adam(self.model.parameters(), lr=0.01)\n",
    "\n",
    "    def train_dataloader(self):\n",
    "        return trainloader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Your vector field callable (nn.Module) should have both time `t` and state `x` as arguments, we've wrapped it for you.\n"
     ]
    }
   ],
   "source": [
    "# vector field parametrized by a NN\n",
    "f = nn.Sequential(\n",
    "        nn.Linear(20, 128),\n",
    "        nn.Tanh(), \n",
    "        nn.Linear(128, 2))\n",
    "\n",
    "# Neural ODE\n",
    "underlying_node = NeuralODE(f, \n",
    "                 order=10,\n",
    "                 solver='dopri5', \n",
    "                 sensitivity='adjoint',\n",
    "                 integral_loss=IntegralWReg(f)).to(device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the training will be slower than `order=1` Neural ODEs: higher order dynamics are often more challenging to integrate, and adaptive-step solvers will require higher NFEs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: False, used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "IPU available: False, using: 0 IPUs\n",
      "\n",
      "  | Name    | Type      | Params\n",
      "--------------------------------------\n",
      "0 | model   | NeuralODE | 2.9 K \n",
      "1 | aug     | Augmenter | 0     \n",
      "2 | decoder | Linear    | 42    \n",
      "--------------------------------------\n",
      "3.0 K     Trainable params\n",
      "0         Non-trainable params\n",
      "3.0 K     Total params\n",
      "0.012     Total estimated model params size (MB)\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1eb2ea4481924cf38a65ddfd5b3b6258",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# train the neural ODE\n",
    "tenthordermodel = TenthOrderLearner(underlying_node)\n",
    "trainer = pl.Trainer(min_epochs=600, max_epochs=1200)\n",
    "trainer.fit(tenthordermodel)\n",
    "# Don't be alarmed by oscillations of the \"terminal\" loss (printed at every iter)! Having also an \"integral\" loss term, it is the sum of the two that really matters."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Plots**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Evaluate the data trajectories\n",
    "s_span = torch.linspace(0,1,100)\n",
    "X_d = tenthordermodel(X_train[::10,:])\n",
    "trajectory = model.trajectory(tenthordermodel.aug(X_d), s_span).detach().cpu()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x144 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Trajectories in the depth domain\n",
    "plot_2D_depth_trajectory(s_span, trajectory[:,:,:2], yn[::10], len(X)//10)\n",
    "plot_2D_depth_trajectory(s_span, trajectory[:,:,2:4], yn[::10], len(X)//10)\n",
    "plot_2D_depth_trajectory(s_span, trajectory[:,:,4:6], yn[::10], len(X)//10)\n",
    "plot_2D_depth_trajectory(s_span, trajectory[:,:,6:8], yn[::10], len(X)//10)\n",
    "plot_2D_depth_trajectory(s_span, trajectory[:,:,8:10], yn[::10], len(X)//10)\n",
    "plot_2D_depth_trajectory(s_span, trajectory[:,:,10:12], yn[::10], len(X)//10)\n",
    "plot_2D_depth_trajectory(s_span, trajectory[:,:,12:14], yn[::10], len(X)//10)\n",
    "plot_2D_depth_trajectory(s_span, trajectory[:,:,14:16], yn[::10], len(X)//10)\n",
    "plot_2D_depth_trajectory(s_span, trajectory[:,:,16:18], yn[::10], len(X)//10)\n",
    "plot_2D_depth_trajectory(s_span, trajectory[:,:,18:20], yn[::10], len(X)//10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 216x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Trajectories in the state-space\n",
    "plot_2D_state_space(trajectory[:,:,-2:], yn[::10], len(X)//10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.10"
  },
  "latex_envs": {
   "LaTeX_envs_menu_present": true,
   "autoclose": false,
   "autocomplete": true,
   "bibliofile": "biblio.bib",
   "cite_by": "apalike",
   "current_citInitial": 1,
   "eqLabelWithNumbers": true,
   "eqNumInitial": 1,
   "hotkeys": {
    "equation": "Ctrl-E",
    "itemize": "Ctrl-I"
   },
   "labels_anchors": false,
   "latex_user_defs": false,
   "report_style_numbering": false,
   "user_envs_cfg": false
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}